VibeCode Wiki

GPT-6 received Sol and Luna: Terra remains a model of the GPT-5 line. 6

Wed, 23 Sep 2026 06:49:24 GMT

OpenAI released GPT-6 Sol and GPT-6 Luna for the API. We analyze the purpose of models, prices and an important difference: GPT-6 Terra is not in the official catalog.

Awwwards MCP: how to search for references and check web design

Sun, 20 Sep 2026 06:32:11 GMT

The new open-source MCP server collects references from Awwwards for the AI agent, shows screenshots, palettes and page structure. Discuss workflow, license restrictions, and the boundary between research and copying.

Figma linked layouts with Weave and updated folders: what changes in working with variations

Sat, 19 Sep 2026 06:18:34 GMT

Figma node brings the real frame to Weave workflow, and new folders make it easier to navigate the source. Find out where this is useful for branded campaigns and what not to automate.

GPT Image 2.5: spot edits, sketches and less lost details

Wed, 09 Sep 2026 06:05:42 GMT

What’s new in GPT Image 2.5 and how to apply it in design: spot edits, references, example of a prompt, Flare and Sunburst, transparency and limitations of 4K.

ChatGPT in Russia broke in a new way: it seems that for the first time blocked not in OpenAI, and on the side of the Russian Federation

Mon, 07 Sep 2026 09:43:38 GMT

On the evening of September 6, 2026, the chatgpt.com domain ceased to open from Russian users - and this is not an ordinary failure

Figma Adds Transparency Management Through Tokens: How It Simplifies Design Systems

Fri, 04 Sep 2026 11:04:48 GMT

In Figma, it is now possible to link color transparency to a numerical variable while maintaining the link to the library. We understand where it removes manual edits - and what the update does not solve.

browser-use: a library that turns a browser into an AI agent tool

Fri, 04 Sep 2026 11:04:19 GMT

Discuss browser-use – open (MIT) Python library and CLI-skill, which allow the LLM-agent to click, print and fill out forms in a real browser. Installation, code examples, custom tools, structured output and work with sensitive data.

omp (oh-my-pi): a complete guide to the functions of a CLI agent for coding

Fri, 04 Sep 2026 09:12:59 GMT

31 tools, 60+ model providers, LSP, debugger, subagents, memory – analyze the capabilities of one of the most advanced open source coding agents

OpenAI launches GPT-6 Astra in what the company calls the “AGI era”

Thu, 03 Sep 2026 18:57:39 GMT

OpenAI officially introduced a new model of artificial intelligence – GPT-6 Astra

Figma has opened generative plugins and shaders: what can now be transferred from canvas to React

Wed, 02 Sep 2026 09:02:10 GMT

Figma has expanded generative plugins and shaders: Community and in-organization publishing, animation, code access, and MCP work. Discuss the practical scenario and the boundaries beyond which engineering control is still needed.

Runway Solaris: A real-time interface – and why it’s not a replacement for web development

Tue, 01 Sep 2026 08:45:14 GMT

Runway showed Solaris, a research model that creates an interface and response to user actions frame by frame. The idea changes the conversation about prototypes and brand experience, but is not yet suitable for responsible product scenarios.

Figma reveals how to measure AI’s impact on design – and why speed metrics are not enough

Mon, 31 Aug 2026 15:55:06 GMT

Figma has described a methodology that assesses not only the acceleration of work with AI, but also changes in collaboration, products and tools. We understand what can be transferred from it to your team and where the conclusions of the research of the supplier end.

AI video editors managed through Codex and Claude Code

Sun, 30 Aug 2026 15:37:51 GMT

What video editors can be controlled from the coding agent: MCP servers for Premiere, Final Cut, DaVinci Resolve and After Effects, video-use agent editors, Pireel, OpenChatCut, kinocut, code-first Remotion and Revideo engines. Comparison, installation, limitations

Orca (stablyai/orca) – ADE for orchestrating a fleet of parallel AI agents

Sun, 30 Aug 2026 14:17:18 GMT

Stably’s full Orca analysis: what it is like orchestrating agents in git worktree, parallel workspaces, mobile app and Design Mode than Orca is better and worse than competitors, installation and reviews.

oh-my-pi (omp) – a terminal AI-agent for coding with a “stitched” IDE

Sun, 30 Aug 2026 13:02:06 GMT

Full analysis of oh-my-pi: what it is, how hashline editing works, LSP and DAP inside the agent, than omp better and worse Claude Code and Pi, installation and reviews

What AI Agents Are and How They Work: A Clear Guide to Business

Sun, 30 Aug 2026 10:38:59 GMT

In simple words, we explain what AI agents are, how they differ from chatbots and orchestrators, where they are mistaken and why it is risky to make an agent an employee. With examples and a checklist for business.

Codex ChatGPT Subscription: Codex-chatgpt-web and Codex-with-chatgpt

Sat, 29 Aug 2026 10:10:32 GMT

Two working GitHub projects – miuyyy/codex-chatgpt-web and XiaoDuoYa/codex-with-chatgpt – use the ChatGPT web subscription within Codex, but in different ways: one substitutes ChatGPT as a model, the other makes ChatGPT a brain-planner. Discuss architecture, installation, differences and risks.

/goal in Codex and Claude Code: why the prompt should be short and the roadmap detailed

Sat, 29 Aug 2026 08:57:47 GMT

Analysis of the /goal command in Codex and Claude Code on real data: how the offline cycle works, why the long prompt harms, and why the bundle of “short /goal + documentation and roadmap with checkpoints” wins

Spec-driven development: how to write TK so that the AI agent does not think up

Sat, 29 Aug 2026 07:49:48 GMT

Development through spec-driven development in 2026: how to formalize TK for an AI agent, which consists of good speck, EARS-notation, GitHub Spec Kit and Kiro tools, checklists and frequent errors.

Ox Alpha was GLM-5.3-Flash: how the stealth model Z.ai topped the charts OpenRouter

Sat, 29 Aug 2026 07:36:42 GMT

For a week, the anonymous Ox Alpha model burned benchmarks for free and topped the OpenRouter and OpenCode usage charts. On August 26, Z.ai revealed the maps: GLM-5.3-Flash with a 1M context and MIT license.

OpenAI Opens Free ChatGPT Chats with GPT-5.6 Luna

Fri, 07 Aug 2026 10:53:47 GMT

OpenAI launches GPT-5.6 Luna for Free and Go. From August 7, users will receive unlimited text chats and a Think button. Discuss new conditions and restrictions.

Fluid Glass UI: How to give an AI agent a reproducible WebGL interface instead of an abstract prompt

Mon, 03 Aug 2026 06:50:14 GMT

Fluid Glass UI - open-source skill and WebGL reference for interfaces with a fixed visual core. We understand how to use it in AI development without accidental style drift and problems on mobile devices.

GPT-5.6 is cheaper and faster: what it changes for AI prototypes

Sat, 01 Aug 2026 11:30:14 GMT

OpenAI has updated the positioning of the GPT-5.6 on price and performance, and Vercel has published new fares and fast mode acceleration. Let’s see where this really affects design iterations.

Figma Make: How to Edit Code Through Properties & Annotations

Sat, 01 Aug 2026 09:30:14 GMT

In Figma Make appeared a property panel and annotations on canvas. We understand how they change the work with AI code, where they save iterations and what limitations are important to remember.

What hosting to choose for a website: a detailed comparison in 2026

Thu, 30 Jul 2026 16:50:26 GMT

Site hosting comparison: shared, VPS, cloud and dedicated server. We analyze the pros, cons and selection criteria so that the site does not slow down or fall with traffic growth.

GeoLibre: an open tool for spatial interfaces

Thu, 30 Jul 2026 15:33:00 GMT

GeoLibre combines browser, desktop, mobile devices and geodata in an open-source GIS platform. We understand why the map becomes a working surface, and not a decorative background.

75/75/75: why it's time for a design system to become doable

Thu, 30 Jul 2026 14:33:00 GMT

Yandex wants to bring AI participation to 75% of changes in development. For design, this means moving from conveying layout to conveying structured intent and quality rules.

AI routes in Yandex Maps: the map becomes an editorial product

Thu, 30 Jul 2026 13:29:02 GMT

Yandex Maps added walks with photos and audio guides that make up AI. Discuss how navigation turns into a scenario of urban experience and what it changes in design.

Palmier Pro: video editor, in which the AI agent works directly in the timeline

Sun, 26 Jul 2026 09:27:32 GMT

Palmier Pro combines macOS mounting, generative models and a local MCP server: we understand what an agent can do in a project, what parts are open and who should try the tool.

UX-context design: how to make research a context for AI

Sat, 25 Jul 2026 09:11:46 GMT

The Nielsen Norman Group offers to store UX research, interface rules and terminology as a machine-readable context for AI tools.

Claude Opus 5 Released: What Has Changed in the API and Why It Matters to AI Agents

Sat, 25 Jul 2026 05:42:53 GMT

Anthropic has released Claude Opus 5: Discuss the price, the context of 1 million tokens, new reasoning modes, changes to the Claude API and migration from Opus 4.8 for AI agents.

GPT-5.6 Sol did not escape from the sandbox: how ExploitGym turned into a story about hacking Hugging Face

Wed, 22 Jul 2026 09:56:48 GMT

Check out the viral story that GPT-5.6 Sol allegedly escaped from the sandbox and hacked into the Hugging Face. We analyze the real results of ExploitGym and facts from primary sources.

Semantics for Designers: Why It’s Not Just a Designer’s Task

Fri, 17 Jul 2026 00:17:32 GMT

The designer passed the layout, the developer coded, QA checked the pixels. A month later, a letter comes from a user with a screen reader: “I can’t pass yours.”.

Figma Motion + AI: 10 Prompts That Will Invigorate the Layout and Strengthen the Portfolio

Thu, 16 Jul 2026 22:52:24 GMT

A static layout can be neat and visually strong, but still feel like a collection of pictures. The user does not see how the card is revealed, where the old content goes and what happens after clicking. The customer looks at twelve frames and is forced to assemble the product in his head. The short animation shows the hierarchy, system response, and character of the product. In the portfolio, she separates "I drew the screen" from "I designed the behavior." And Figma Motion now allows you to collect movement on the timeline, generate key frames through Figma Agent and transfer accurate parameters to development through MCP. Below is a step-by-step process, ten universal prompts and a separate copyable instruction for the AI agent: transitions between screens, clicks, hover, loading, success, error, reduced motion and mandatory QA. The main limitation is one: the movement should explain the interface, not turn it into a presentation, where every second headline flies.

Blender MCP: How to Collect 3D Scenes, Materials and Animations Through AI

Thu, 16 Jul 2026 07:27:30 GMT

I plugged the AI into Blender, gave it the simplest prompt possible without detailed TK—and still got a scene that surprised me. We understand how to install Blender MCP and turn the first wow effect into a normal 3D workflow.

Testing the Unpredictable: How to Test the Interface When AI Behavior Changes Every Time

Thu, 16 Jul 2026 06:04:25 GMT

Как тестировать интерфейсы с непредсказуемым AI: сценарии, крайние случаи, fallback-состояния, ручная проверка и метрики качества UX.

Human-in-the-loop: When should AI stop and ask for permission

Wed, 15 Jul 2026 06:01:42 GMT

Human-in-the-loop в интерфейсах с AI: когда система должна остановиться, запросить подтверждение и показать пользователю понятный контроль.

Brand Visual Language: Why Some Are Remembered and Others Are Not

Tue, 14 Jul 2026 06:07:27 GMT

а 16 min reading · branding · visual identity · design system Take two brands from the same category – say two coffee start-ups. Both with good...

Hotjar, Clarity and Analogues: What You See When You Watch People Click on Your Website

Mon, 13 Jul 2026 06:03:49 GMT

Как использовать Hotjar, Microsoft Clarity и аналоги для анализа поведения: клики, записи сессий, тепловые карты и практические выводы для UX.

What a developer really wants from handoff – and why most designers don’t give it away

Sun, 12 Jul 2026 06:03:50 GMT

Что разработчики реально ждут от дизайн-хендоффа: состояния, токены, ограничения, спецификации и понятный формат передачи макета в разработку.

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

Sat, 11 Jul 2026 08:52:08 GMT

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

WCAG 3 and AI-generated interfaces: a practical accessibility check

Sat, 11 Jul 2026 06:02:13 GMT

How to review AI-generated interfaces for keyboard access, focus, semantics, contrast, errors and screen-reader behaviour.

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

Fri, 10 Jul 2026 19:56:30 GMT

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.

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

Fri, 10 Jul 2026 19:29:06 GMT

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.

GPT-5.6: compare the models by coding and agent tasks

Thu, 09 Jul 2026 21:26:39 GMT

A practical GPT-5.6 comparison for coding, agent tasks, context, cost and verification, with a decision framework instead of one benchmark score.

Inclusive Design: When you design for a minority, everyone wins

Thu, 09 Jul 2026 06:06:13 GMT

The curb on the sidewalk is a small thing, until you are in a wheelchair, not with a stroller and not with a heavy suitcase. It is necessary to cut the corner under the ramp - and everyone begins to use it:.

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

Wed, 08 Jul 2026 11:44:26 GMT

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.

Your design is unreadable to every 12th man. Check the contrast right now

Tue, 07 Jul 2026 06:10:43 GMT

Как проверить контрастность интерфейса и исправить проблемы доступности: WCAG, состояния компонентов, цветовые пары и быстрый аудит макета.

Dev Mode: Why the developer stopped asking “what did you mean?”

Mon, 06 Jul 2026 06:03:12 GMT

Previously, the correspondence of the designer and developer looked something like this: “And the indentation here is 16 or 20?”, “Is this the same button as on the main or new?”, “What color is it?”.

Wikivibe layout directory: 700+ source code templates for vibcoding

Sun, 05 Jul 2026 13:24:32 GMT

On Wikivibe launched a catalog of ready-made VibeDesign templates - 798 layouts in 8 categories: landing pages, dashboards, components, design systems, animations, authorization, SaaS and online stores. All with GitHub source code, demo and support for 59 stacks. How to use as a builder – take different pieces and build a site.

Code-to-Canvas: Developer generates code – it enters Figma as editable layers

Sun, 05 Jul 2026 06:05:07 GMT

Как работает Code-to-Canvas workflow: перенос сгенерированного интерфейса из кода в Figma, редактируемые слои и контроль качества макета.

Specifications that read: what to write and what to throw away

Sat, 04 Jul 2026 06:02:28 GMT

Как писать спецификации, которые реально читают разработчики: что фиксировать, что убрать, как описывать состояния, ограничения и поведение компонентов.

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

Fri, 03 Jul 2026 06:59:42 GMT

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.

Brand Color System: The Science Behind Why Certain Colors Make You Buy

Fri, 03 Jul 2026 06:02:59 GMT

Как строить цветовую систему бренда: роли цветов, контраст, эмоциональный эффект, токены и правила применения вместо случайной палитры.

Figma MCP + Claude Code: How AI reads your file and writes lossless code

Thu, 02 Jul 2026 06:04:50 GMT

Как связка Figma MCP и Claude Code помогает читать макеты, переносить дизайн в код и снижать потери между компонентами, токенами и реализацией.

Sonnet 5 out, Fable 5 back: Anthropic closes June with double-hit

Thu, 02 Jul 2026 05:43:07 GMT

On June 30, 2026, Anthropic released the Claude Sonnet 5, the most agentic mid-range model with a performance close to Opus 4.8 at a price of $2/million tokens. On the same day, the Commerce Department removed export controls from Fable 5 and Mythos 5, and on July 1, Fable 5 returned to users around the world.

GEO Promotion: How to Get into Alice’s Answers, ChatGPT, Google AI, and DeepSeek – The Complete 2026 Guide

Wed, 01 Jul 2026 14:49:59 GMT

GEO (Generative Engine Optimization) – optimization for neural output of Yandex Alice, Google AI Overview, ChatGPT, DeepSeek and GigaChat. We analyze how GEO differs from SEO, how the algorithms of each neural network work, what content is cited, what UGC platforms give a result and what stages the strategy consists of.

Figma AI Agent: what to check before trusting the canvas

Wed, 01 Jul 2026 06:05:34 GMT

A practical look at Figma AI Agent: context, editable layers, iterations, design-system rules and checks before handoff.

Vibecraft from Yandex: AI platform for creating sites and applications without code

Wed, 01 Jul 2026 03:51:37 GMT

Yandex opened public access to Vibecraft on June 25, 2026. We analyze how the service works, what is able, how it differs from conventional designers, how the technical basis is arranged (SourceCraft, Yandex Cloud, Yandex AI Studio), how much it costs and for whom it is suitable.

Figma components that survive updates: variants, auto layout and tokens

Tue, 30 Jun 2026 06:03:23 GMT

How to structure Figma components so library updates preserve states, spacing, content and predictable implementation.

Mobile-first in 2026: Why the desktop approach kills conversions

Mon, 29 Jun 2026 06:05:10 GMT

Почему mobile-first остаётся базой UX в 2026 году: как проектировать экран от телефона, не терять конверсию и не ломать десктопную версию.

Handoff is dead: design and code now live in the same space. MCP changes rules

Sun, 28 Jun 2026 06:03:30 GMT

Почему классический handoff уходит в прошлое: как MCP связывает дизайн и код, меняет передачу макетов и повышает ответственность дизайн-системы.

How to give an AI agent a project memory: rules, linters, examples and evals instead of magic

Sat, 27 Jun 2026 14:53:41 GMT

Why Repository Access is Not Enough for an AI Agent and How to Build a Project Memory System to Make Codex, Copilot, and Other Tools Work Predictably.

SOLID in simple words: how to build code that will not fall apart with the growth of the project

Sat, 27 Jun 2026 10:43:49 GMT

SOLID in simple words: how to build code that will not fall apart with the growth of the project Detailed and understandable language SOLID for beginners: what all five principles mean, why they are needed in a real project and how they help to control the code that writes AI.

The interface that changes itself: how to design for real-time personalization

Sat, 27 Jun 2026 06:03:55 GMT

Как проектировать интерфейсы с realtime-персонализацией: состояния, правила адаптации, границы AI-решений и контроль предсказуемости UX.

The U.S. government will approve access to GPT-5.6 for every customer: an unprecedented solution

Fri, 26 Jun 2026 03:29:12 GMT

The Trump administration has required OpenAI to release GPT-5.6 only in limited previews with approval from each client by the federal government. Discuss what is confirmed by The Information, Axios, Reuters and Bloomberg, why this is called a “Mythos-like” threat, and how it relates to the shutdown of Fable 5 and Mythos 5 from Anthropic two weeks ago

Codex Continues to Fail on June 25: What Really Happens Is a One-time Failure or a Chronic Quotas Problem

Thu, 25 Jun 2026 10:41:19 GMT

By June 25, 2026, complaints against Codex had not stopped: all five components of the service were marked with a warning status, and the issues tracker on GitHub contained more than 7,300 open bugs, including mass reports of instant quota exhaustion. Let’s look at the official chronology, the real reason, and why it doesn’t look like a single failure, but an ongoing systemic problem.

Factory.ai and Droid: what is a software factory and how agents go through the entire development cycle from ticket to release

Thu, 25 Jun 2026 10:33:25 GMT

Factory.ai is a platform for autonomous Droid agents for enterprise development. Missions architecture, model independence, sovereign deployment up to isolated networks, results on Terminal-Bench, prices and real cases Nvidia, Adobe, MongoDB, Zapier.

Prototype in two hours: AI workflow that I use on every project

Thu, 25 Jun 2026 06:03:51 GMT

AI-воркфлоу для быстрого прототипа за два часа: постановка задачи, генерация вариантов, проверка UX, сборка экрана и подготовка к handoff.

Figma Config 2026: Canvas becomes a working environment for code, animation and agents

Wed, 24 Jun 2026 21:59:59 GMT

Figma hosted Config 2026 at the Moscone Center in San Francisco. Dylan Field took to the stage with one idea: Canvas is no longer a place for layouts - it is a work environment in which code, animation, shaders and AI agents live simultaneously. That's what they showed.

Content factory: how to build a system of automatic generation of videos, carousels and posts for social networks

Wed, 24 Jun 2026 08:03:04 GMT

A complete guide to content factories on n8n: automatic video generation with AI-avatars, carousels for Instagram and cross-posting to dozens of sites. The architecture of the conveyor, specific tools (HeyGen, Sora, Veo, Blotato, Carouselin), real cases with numbers and pitfalls - Ban accounts, Typhoon filter, quality degradation.

GPT-5.6: What's confirmed and what's just a rumor - reviewing all sources before the proposed release

Wed, 24 Jun 2026 06:44:36 GMT

Discuss all available data about GPT-5.6 from OpenAI: the only confirmed signal is a record in Codex logs, everything else (the context of 1.5M tokens, the code names iris-alpha and ember-alpha, June 25) are contradictory rumors. It shows where sources converge and diverge, and why most articles on GPT-5.6 should be viewed with suspicion.

The five-field form sank the startup. How to design forms correctly

Wed, 24 Jun 2026 06:02:49 GMT

The startup was selling B2B analytics. The product worked, the demo was delighted, there were more than two hundred leads per month in the pipeline. Six months later, the company closed. On...

Interactive prototype in Figma: how to convince the customer from the first show

Tue, 23 Jun 2026 06:02:04 GMT

The customer sits across the street, opens the laptop, and 40 seconds later he says, "Can I show you how this will work?" You open Figma, click on the frame.

Bezos at VivaTech 2026: AI won’t take away jobs, it will create jobs deficits – and why not everyone agrees

Mon, 22 Jun 2026 14:08:07 GMT

At Europe’s largest technology conference, VivaTech 2026, in Paris, Amazon founder Jeff Bezos said artificial intelligence would create a labor shortage, not unemployment. We analyze his arguments about the Prometheus project, the reaction of critics and the real statistics of reductions against the background of AI for May 2026.

Five Automatic Accessibility Checking Tools – and Where Each of Them Gets Wrong

Mon, 22 Jun 2026 06:02:44 GMT

Open any website, run Lighthouse, and see Accessibility: 98. Close the tab with a sense of accomplishment. Try going through the same site with...

WCAG: a boring acronym that will protect you from lawsuits

Sun, 21 Jun 2026 06:02:35 GMT

Open your product and try to reach your target action without using a mouse. Just Tab, Enter, Gunners. If in a minute you swear, congratulations.

50 Interviews per Hour: How AI Synthesis Changes UX without Losing Quality

Sat, 20 Jun 2026 08:04:09 GMT

An hour ago, you finished a series of 50 user interviews. Six weeks of team work: recruiting, decryption, coding, synthesis of insights. Today...

AI-generated interface vs human: where the user feels the difference

Sat, 20 Jun 2026 07:01:41 GMT

Take two checkout screens: one generated by LLM on a short prompt, the other assembled by a product designer in two sprints. The screenshot shows the difference in...

File and Layer Organization in Figma: A System That Works in a Year

Sat, 20 Jun 2026 03:02:02 GMT

Open the Figma file you made a year ago. Find the final version of the main screen. Set the time. If it took more than thirty seconds, you have no...

AI generates inaccessible interfaces: how to check and fix it automatically

Sat, 20 Jun 2026 02:04:33 GMT

Open the inspector in the browser and walk Tab on the last screen that the AI assistant generated for you. Most likely, the trick is jumping in the wrong direction, half...

Brand Book and Design System are not the same thing. Confusion cost us a month

Sat, 20 Jun 2026 01:04:05 GMT

у 15 min reading · brand book · design system · documentation "We need a brand beech," said the marketing director. "OK, let's make a design system.".

SVG, PNG, WebP: how the wrong export format breaks the site

Sat, 20 Jun 2026 00:01:35 GMT

The logo on the landing weighs 800 KB and is washed on the retin. The icon of the social network in the footer is JPG with a white rectangle around. Photo of the hero - PNG at 4 MB, because...

70% delete the app after the first screen. How to make an onboarding that leaves

Fri, 19 Jun 2026 23:06:34 GMT

The user downloaded the app, opened it, watched the first screen and deleted it. Not because the product is bad. In the first 30 seconds, he didn’t know why.

I showed the prototype to real people -- they broke everything in ten minutes. That's what I learned

Fri, 19 Jun 2026 23:03:07 GMT

I was sure the prototype was ready. Three weeks of iterations, licked screens, neat microanimations, thoughtful onboarding. Brought five to the corridor test...

AI Design Leader: Who it is, what it can do and how to become one in 2026

Fri, 19 Jun 2026 22:34:23 GMT

The term appeared without an announcement. No one called the conference or rewrote job descriptions. It’s just that between 2025 and 2026, it was discovered that designers who started using AI seriously—not as a toy, but as infrastructure—worked fundamentally differently. Hurry. With more influence. At another level of autonomy. They are called AI Design Leaders. This is not an official position on the staffing table. It’s more of a practice: a designer who has rebuilt the entire workflow around AI and thereby transcends the role of the “model maker.” In this article - what is this role, how it is arranged in real teams, what skills are needed and how to get there.

The A/B test destroyed my favorite design. And that was the best lesson

Fri, 19 Jun 2026 21:02:15 GMT

I've been drawing this screen for three weeks. Reworked the composition, selected the intonation of illustrations, argued with the product about the length of the title. At the review, the design was praised, in...

How to transfer animations to the developer so that he does not simplify them to static

Fri, 19 Jun 2026 19:42:46 GMT

The animation in Figma looks like magic: easing is soft, elements breathe, transitions hold attention. You open production in two weeks and you see fade in...

Site audit through PageSpeed, Lighthouse and Core Web Vitals: step-by-step analysis

Thu, 18 Jun 2026 09:47:57 GMT

In 2021, Google officially included Core Web Vitals in the ranking algorithm. Since then, site speed is not only a UX metric, but also an SEO factor. A slow site loses search and conversion positions at the same time. The problem is that most teams run PageSpeed every six months, see a score of 47, shrug their shoulders and close the tab. Because it is unclear what to fix, in what order, and how it affects real users. This article is a practical algorithm. How to read reports, what each metric means, where to look for problems and how to fix them. No water, no specifics.

How to Concept Interfaces with GLM-5.2: Agent Codes, Designer Directs

Thu, 18 Jun 2026 09:43:19 GMT

The usual path to the UI concept: described the problem → painted in Figma → showed → remade. At least half a day in one direction, if you need to try three - a day and a half. GLM-5.2 coded HTML/CSS directly on z.ai → opened in the browser → direction is clear in 10 minutes. Try three options, an hour. It's not a replacement for Figma. This is another tool for the other stage: quick visual thinking before you open the editor. And this is where the GLM-5.2 works better than most alternatives, because its main specialty is front-end.

how to turn ChatGPT into Codex through an MCP connector

Thu, 18 Jun 2026 04:29:35 GMT

devspace is an open-source MCP connector built on a Codex hackathon. It allows you to use GPT-5.5 Pro from ChatGPT for planning and research, and Codex for writing code, while bypassing the separate rate limits of both products.

CustDev that doesn't lie: How to ask questions to get the truth

Thu, 18 Jun 2026 03:01:33 GMT

Ask five people if they like your idea and five will say yes. Run the product on these answers and no one will buy. It's not a CustDev bug. It's his...

Agentic UX: How to design interfaces when AI acts for the user

Thu, 18 Jun 2026 02:01:45 GMT

The user clicks “Book me a flight to Lisbon next weekend cheaper” and leaves to pour coffee. He returns in a minute and the agent...

Is red a mistake? Not for everyone. Why color should not be used as a single signal

Thu, 18 Jun 2026 01:01:01 GMT

Open any analytics. The red chart -- something's broken. The red plaque is a mistake. The red dot is unread and requires attention. It seems to be...

Figma Dev Mode: why developers finally stopped complaining about handoff

Thu, 18 Jun 2026 00:02:47 GMT

Previously, the transfer of the layout to the development looked something like this. The designer throws a link to Figma in the chat. The developer opens, searches for the right screen among the twenty.

Go through your website without a mouse. You will probably be stuck on the third screen

Wed, 17 Jun 2026 23:02:17 GMT

Close your eyes, move your mouse, remove your hand from the trackpad. Open your product and go through the main scenario - registration, ordering, creation of a product.

Auto Layout: Why without it you lose hours on what should take minutes

Wed, 17 Jun 2026 22:02:56 GMT

Open any project where the layout was drawn without Auto Layout. Move the block by 8 pixels to the right and everything will go: indentations curves, buttons of different heights, text.

The voice of the brand and the visual say different things - it destroys trust. How to catch it

Wed, 17 Jun 2026 21:01:00 GMT

й 16 min reading · tone of voice · visual language · brand consistency Fintech company. The site is strict, dark blue, serif fonts, minimalism - everything.

CJM in 30 minutes: a map of the user’s path that is actually used in the work

Wed, 17 Jun 2026 20:23:31 GMT

Open any Miro board that says "CJM" in the title. With a probability of 80% you will see a beautiful multi-colored sheet with 12 columns, which was made for six months.

Skills in Figma MCP: How to Transmit Your Team Rules to AI in a Single File

Wed, 17 Jun 2026 20:01:04 GMT

Each designer on the team writes AI prompts in their own way. One asks for “make a component of the card”, the second – “a card according to our design guide, tokens from ...”.

Insights from Studies No One Reads: How to Document

Wed, 17 Jun 2026 18:02:20 GMT

Go to any Notion major product team and find the Research folder. Inside there are dozens of documents: interview reports, usability test results, etc.

How to design a product: from Figma to a working link without a developer

Wed, 17 Jun 2026 17:02:25 GMT

The designer made a layout, defended the stakeholders, handed over to the developer - and left to wait. Wait a week. Two. Then the changes, then the back is not ready, then the release.

The correct font sells. Wrong is scary. Learning how to choose

Wed, 17 Jun 2026 16:01:41 GMT

ша 16 min reading · typography · branding · design The same text: "Your safety is our priority." It's written Comic Sans, you laugh. Written in subtle...

The four interface states that 90% of designers forget

Wed, 17 Jun 2026 15:01:15 GMT

Open any fresh layout in Figma - the main product screen, dashboard, tape. With a probability of almost one there is drawn one state: all is well.

Microanimation that Boosts Conversion by 34%: A Mechanical Discussion

Wed, 17 Jun 2026 14:14:20 GMT

The “Buy” button has not changed by a pixel. Same color, same size, same inscription. One thing has changed: when guided, it barely drops by 2...

Anti-AI Aesthetics: Why Handmade Is 10 to 50 Times More Expensive – and How to Make Money

Wed, 17 Jun 2026 14:13:30 GMT

In 2015, handmade was a marketing word. Handmade could be put on anything and raise the price by 30 percent. In 2020, it worked worse...

Tokens in Figma: Configure once and never manually change colors

Wed, 17 Jun 2026 07:02:48 GMT

Open any Figma file from a year ago. Count how many shades of gray there are. Seven? Twelve? Now compare with what is described in the guideline...

Wikivibe network: a catalog of developers, designers and AI specialists launched

Wed, 17 Jun 2026 06:41:48 GMT

On Wikivibe, the Network section is launched - a catalog of people around AI development: vibcoders, designers, founders, analysts and customers. How to create a card, how moderation works, why you need a link to Telegram and how to use a network to search for clients, work and collaborations

I generated a brand for zero rubles. That's what went wrong

Wed, 17 Jun 2026 06:02:04 GMT

In February 2025, I launched a small product. The deadlines were burning, there was no branding budget, and I decided: I will deal with it myself using AI. Midjourney for images,...

U.S. blocks Fable 5 and Mythos 5 for everyone: What citizenship export controls mean for Anthropic users

Wed, 17 Jun 2026 05:41:22 GMT

On June 12, 2026, the U.S. government ordered Anthropic to block access to Fable 5 and Mythos 5 for all foreign nationals inside and outside the U.S., including its own employees. Discuss what happened, why and what it means for the future of citizenship verification in the AI industry.

Three companies have redesigned through AI. One failed. Let's see why

Wed, 17 Jun 2026 05:02:03 GMT

The years 2024-2025 were the first wave of real brand redesigns with significant participation of AI tools – not as an experiment, but as the main workflow.

Tactile aesthetics in digital design: how to add humanity without losing usability

Wed, 17 Jun 2026 04:01:59 GMT

When Notion added the uneven texture of the page to the mobile app, it seemed like a trifle. When Linear made the interface feel metallic...

Neo-brutalism vs. AI-average: when rough design wins over smooth design

Wed, 17 Jun 2026 03:02:01 GMT

There are two sites. One is perfect. Smooth gradients, thin shadows, cards with soft rounds, icons from a single set, Inter 400 font on a white background.

Tabs, drawers, breadcrumbs: which navigation pattern drops conversions

Wed, 17 Jun 2026 02:01:35 GMT

Navigation is the last thing you think about when a product grows. First add a feature, then another, then a partition, then "let's cram it in here too." In...

Golden Screen: one reference screen that protects design from degradation in AI generation

Wed, 17 Jun 2026 01:00:59 GMT

Open any project where design is done with AI for at least a couple of months. Compare the screen from the first week and the screen from this one. You'll probably see the drift:.

Logos that are outdated in 2026 – and what to do instead

Wed, 17 Jun 2026 00:02:26 GMT

In 2019, a logo with thin serifs, a monogram and a delicate pastel color meant “modern premium”. In 2023, it became “another D2C.”.

I redesigned the AI. Here's what happened - honestly and without embellishment

Sun, 14 Jun 2026 22:52:16 GMT

In March, I decided to check whether it is possible to give a redesign of the landing page to Claude Design and get a result that is not ashamed to show the client. Not “help write a prompt,” but a real iterative redesign from scratch through AI.

72% of designers use generative AI – and 91% say it gets better

Sun, 14 Jun 2026 10:43:38 GMT

Figma State of the Designer 2026 shows that 72% of designers are already using generative AI, and 91% of them see an increase in the quality of work.

Redesign ROI: How to Prove the Value of Design Changes Before They Are Launched

Sun, 14 Jun 2026 04:47:04 GMT

“We need a redesign,” says the designer. "Why?" says the CEO. “Well, the interface is outdated, users complain, and that’s important,” he says. "No budget," says the CEO.

Conversion funnel: where users leave and what the designer does with it

Sun, 14 Jun 2026 04:47:04 GMT

The conversion funnel is a loss map. On the left are all the users who started. On the right are those who completed it. Between them are all those who left at every step.

A/B testing for designers: an algorithm that produces honest results

Sun, 14 Jun 2026 04:47:04 GMT

A/B testing is the most commonly misused tool in product development. Not because it's complicated. Because it is used as a confirmation of a decision that has already been made, not as a tool for finding the truth.

CAC and UX: Where Design Loses Users in the Engagement Funnel

Sun, 14 Jun 2026 04:47:03 GMT

CAC (Customer Acquisition Cost) – how much it costs to attract one paying user. For most businesses, this is one of the most painful expenses.

LTV and Design: How Visual Decisions Affect User Lifetime Value

Sun, 14 Jun 2026 04:47:03 GMT

LTV (Lifetime Value) - how much money one user brings for the entire period of use of the product. It’s one of the most important business metrics, and most designers are convinced it’s not about them.

How to Measure UX Quality in Numbers: SUS, HEART, and PURE Without Boring

Sun, 14 Jun 2026 04:47:03 GMT

“Design is good” is not an argument. “The design is good because SUS = 78, the task completion rate = 87%, and none of the eight users made a critical error.”.

Product design dashboards: metrics worth checking every week

Sun, 14 Jun 2026 04:47:03 GMT

Build a useful product design dashboard: connect user behaviour, UX signals, business outcomes and decisions without chasing vanity metrics.

Retention Rate and design: which UI solutions drop retention and which expand

Sun, 14 Jun 2026 04:47:03 GMT

Retention is the most honest metric. It can't be spun with push notifications for long. It is impossible to buy discounts for the second month without a real product. Retention grows only when the user finds enough in the product.

North Star Metric: How to choose the top metric and why most people choose the wrong one

Sun, 14 Jun 2026 04:47:02 GMT

Spotify North Star has audition time. Airbnb has the number of nights booked. WhatsApp has the number of messages sent. Each of them has one number that says, "If that number goes up, we're moving in the right direction.".

Product Hierarchy: How to Link UX Solutions to Business Metrics

Sun, 14 Jun 2026 04:47:02 GMT

The designer redesigned the onboarding. Users began to pass it faster. The designer is pleased. The product looks at revenue - it hasn't grown. "Why did you even do that?"

How to prove that the redesign worked: metrics that convince management

Sun, 14 Jun 2026 04:47:02 GMT

The redesign is underway. The team is happy - it looks better, it is more convenient to use. The management looks at us and asks, "So, did this make us money?"

Steakholders vs. redesign: how to convince with numbers, not aesthetics

Sun, 14 Jun 2026 04:47:02 GMT

"I like the way it is now." "Users are used to it." “Why touch what works?” "We don't have time for that right now.".

Technical Debt in Design: The Invisible Problem That Slows Down the Team

Sun, 14 Jun 2026 04:47:02 GMT

The technical debt in the code is discussed at every retro. Design debt is almost never. Although the consequences are the same: work slows down, mistakes multiply, new tasks become more expensive.

Before/After: How to Show the Value of a Redesign to Be Believed

Sun, 14 Jun 2026 04:47:02 GMT

"Better beautiful" is not an argument. Beautiful - subjective. "Better" is not an argument. Better for whom, by what criteria?

10 Nielsen heuristics: how to find critical errors in any interface in an hour

Sun, 14 Jun 2026 04:47:01 GMT

Jacob Nielsen formulated his 10 heuristics in 1994. Thirty years later, they work because they describe the fundamental principles of human-system interaction rather than specific UI patterns.

One-day UX Audit: A Checklist That Finds Critical Problems to Users

Sun, 14 Jun 2026 04:47:01 GMT

Most UX problems don’t need to be looked for with expensive research and weeks of testing. You can see them with the naked eye if you know where to look.

How to Show What AI Thinks: Patterns of Agent Progress Animation

Sun, 14 Jun 2026 04:46:59 GMT

Spinner is designed for operations with a length of 0.5-2 seconds. LLM query takes 4-15 seconds. Multi-step task of the agent - up to a few minutes. During this time, the spinner ceases to work as an indicator of progress and becomes a source of anxiety: “What’s going on?”, “The system is hovering?”, “Is it worth waiting?”

When animation interferes: signals that you overdid - and how to roll back

Sun, 14 Jun 2026 04:46:59 GMT

The point of transition from “helps” to “interferes” passes unnoticed. Added one animation - good. Then another one. Then more. At some point, the user begins to wait until everything is finished before he can continue working.

AI Animates for You: What Tool 2026 Really Works

Sun, 14 Jun 2026 04:46:58 GMT

The AI in animation 2026 is not one tool. These are different classes for different tasks. Mixing their purpose is the most common mistake: expect a video generation tool to write CSS animation, or that a code agent will create illustrative animation from scratch.

Transitions that do not nauseate: screen changing patterns for mobile and web

Sun, 14 Jun 2026 04:46:58 GMT

Switching between screens is the most common motion pattern and the most common breaking UX. A bad transition is disorienting: the user does not understand where he was, where he is now, what happened.

Easing, duration, delay: three parameters that make animation live, not cartoon

Sun, 14 Jun 2026 04:46:58 GMT

You can take the right type of animation, the right component, and still get something mechanical or cartoonish. Three parameters determine how much animation feels like real: easing, duration, delay.

Motion Design That Helps, Not Irritates: Principles That Work

Sun, 14 Jun 2026 04:46:58 GMT

The interface without animations is not neutral. It communicates through instant switching states that the brain has difficulty tracking. I pressed the button and suddenly found myself on another page. Did something happen? Where was I? Where am I now?

MCP server of your design system: connect the AI agent to the components directly

Sun, 14 Jun 2026 04:46:55 GMT

"Create a card like our system" without MCP - the agent looks at the codebase and guesses. Finds something like a card, adapts. The result is close but not the same: another borderradius, another structure of props, another name that now needs to be searched for and corrected.

LLM Readable Documentation: How to Write Components So AI Doesn't Invent the Wheel

Sun, 14 Jun 2026 04:46:55 GMT

In May 2026, a real job posting Senior Product Designer featured a requirement that a year ago did not exist: “Create and maintain system documentation readable by designers, engineers, and LLMs like Claude.”.

Storybook: Why the developer tool has become indispensable for designers

Sun, 14 Jun 2026 04:46:55 GMT

Storybook was created for developers – an environment for isolated component development without running the entire application. The designers who started using it say one thing: “I don’t understand how it worked without it.”.

AI Draws Out of Your Style: How to Get It to Follow a Design System

Sun, 14 Jun 2026 04:46:55 GMT

AI explained that the buttons are called Button/Primary, accent E94560, font Bricolage Grotesque. This session is all right. Closed the chat. Opened a new one - again Inter, again blue button, again shadcn by default.

Dark theme in one day – if you set the variables correctly in advance

Sun, 14 Jun 2026 04:46:54 GMT

There are two ways to add a dark topic. One: you open each component, you change colors manually, you watch half crumble, you redo three days, you still miss something. Second, you create Dark Mode in Figma Variables, you set the dark values, you switch -- everything gets updated in a second. One day instead of three.

Atomic design in practice: stop sculpting the interface from scratch every time

Sun, 14 Jun 2026 04:46:54 GMT

In a project without a system, each new screen starts from scratch. The designer draws a button — not the same as on the previous screen, similar. A different padding. A little different typeface. In a year, the product has 40 options of the button, where logic should be 4.

Design Tokens: Why Products Always Look Different Without Them

Sun, 14 Jun 2026 04:46:54 GMT

In a team, three developers make three different product sections. Everyone has a “basic blue” in their head, but everyone has their own idea of what blue it is. One writes 1A1A2E. Second 1B1B30. The third takes a pipette from Figma, but misses the pixel — it turns out 1A1C2E.

Without a design system, you do the same thing over and over again

Sun, 14 Jun 2026 04:46:53 GMT

Take any product over a year old and open three different screens. Find the Save button on each. You’ll probably see three slightly different buttons: padding is slightly different, borderradius is slightly different, and the font is a different size. Nobody did that on purpose. The first developer did not find the right component and wrote his own. The second set up the library to make it faster. The third one was copied from another screen.

Kimi K2.7 Code: a new open source model of Moonshot AI for agent coding

Sat, 13 Jun 2026 17:38:30 GMT

Moonshot AI has released the Kimi K2.7 Code, an open-source 1 trillion MoE model for agent programming with a stated 30% reduction in reasoning tokens. We analyze architecture, benchmarks, prices and independent criticism from practitioners.

OpenAI under fire: FSU shooting, Florida lawsuit against Sam Altman and subpoena from 42 attorneys general - a week before IPO

Sat, 13 Jun 2026 14:47:23 GMT

The full chronology of OpenAI’s legal crisis: the Florida State University shooting, the first-ever state lawsuit against an AI company, a criminal investigation, and a coalition of 42 attorneys general with a massive agenda – all in the week since announcing a trillion-dollar IPO.

Claude Fable 5 banned on third day after release: what happened

Sat, 13 Jun 2026 08:41:54 GMT

The U.S. government has urgently ordered Anthropic to disable Claude Fable 5 and Mythos 5 for all global users, three days after the release. Discuss the timeline: from the announcement of the most powerful model to export restrictions for reasons of national security.

GLM-5.2 Released: Zhipu Opens Up Its Most Powerful Open Source Model – 1M Context, MIT License and Open Source Next Week

Sat, 13 Jun 2026 08:23:05 GMT

On June 13, 2026, Zhipu AI (Z.ai) made GLM-5.2 available to GLM Coding Plan users. What is known about the new model: 1M context, improved long tasks, MIT license, open-source next week. Context: From GLM-5 to 5.2 in 4 months.

Vibe Design 2026: How AI is changing design – from pixels to emotion n

Sat, 13 Jun 2026 07:50:26 GMT

What is Vibe Design in 2026: how AI changed the role of designer, why imperfection beats algorithmic polishing, what tools top designers use, and how to get started with the vibe approach today.

Designer as an AI director: skills that matter after generation

Fri, 12 Jun 2026 20:42:58 GMT

How the designer role changes with AI: framing problems, directing iterations, protecting quality, validating flows and making decisions visible.

Lottie: How to send animation to production without pain and loss of quality

Fri, 12 Jun 2026 20:08:56 GMT

The designer made a beautiful animation in After Effects. The developer got the file. Then the pain begins: the GIF is too heavy, the video does not scale, SVG does not animate properly. Lottie solves this – but only if you know how to cook it. Lottie is a format that converts After Effects animations to JSON. The file weighs 600 times less than a GIF of the same quality, renders natively on the web, iOS, Android and React Native, and scales losslessly. The problems do not start with the format, but with the fact that no one explained the rules at every stage - from the designer to the deploy.

Framer Motion in One Evening: Animate React Components as Pros

Fri, 12 Jun 2026 20:01:58 GMT

Most Framer Motion tutorials teach the same thing: Replace "

CSS animations without a library: a production checklist

Fri, 12 Jun 2026 19:58:31 GMT

A practical CSS animation guide: transitions, keyframes, transform, opacity, reduced motion, interaction states and production limits.

Six checks of the AI interface before showing to the customer: a checklist of real errors

Fri, 12 Jun 2026 18:50:17 GMT

Lovable generated screens in an hour. Looks good. I think we can show it. It is at this point that most people are wrong. AI makes a happy path – the scenario where the user does everything right, there is enough data, there are no errors. But the product doesn't live in a happy path. He lives in situations that are not described in the prompt: an empty list on the first day, a hung request, text that does not fit in the card, a button that looks the same on three different screens. The six tests below are not a theory. These are the specific places where the AI interface breaks down most often.

Jobs to Be Done in design: turn research into product decisions

Fri, 12 Jun 2026 18:33:33 GMT

Use Jobs to Be Done to connect user situations, motivations, product decisions and measurable design outcomes instead of copying feature requests.

AI bot for customers on Telegram, WhatsApp and MAX: a complete guide to how it works, what to consider and what risks

Fri, 12 Jun 2026 11:55:25 GMT

A complete guide to AI bots for customer service: how scripted bots, LLM agents, and hybrids work, what algorithms are used, what human escalation is, what risks exist, and what is critical to consider before launch. For business on Telegram, WhatsApp and MAX.

Dokploy vs Kubernetes: What’s the difference and what to choose for deploy

Fri, 12 Jun 2026 11:40:17 GMT

Detailed comparison of Dokploy and Kubernetes: architecture, complexity, scaling, cost, ecosystem. When Dokploy is enough and when Kubernetes is needed – with specific selection criteria for different team sizes and projects.

Animation libraries for websites in 2026: what to take and at what stage

Fri, 12 Jun 2026 10:38:35 GMT

When you generate a site through AI, animation is the last frontier where the question of “what to use” still needs to be solved. Lovable will default to Motion. Cursor will offer GSAP if requested. But the choice of tool does not depend on personal preferences, but on the task: a simple transition, a scrolling effect, an interactive component or a finished file from the designer. Below are eight tools broken down by real-world use cases with prices up to June 2026.

AGENTS.md, CLAUDE.md, .cursorrules: what format your AI reads and how to set it up

Fri, 12 Jun 2026 06:34:22 GMT

You open Cursor, Lovable or Claude Code and describe the task. AI is starting to work. But how does he know your buttons are called Button/Primary, not btn-main? That you don't have Inter? What is not allowed in the src/lib/billing/ folder? Not if you didn't tell me. And each time to explain it again in the Prompt is not a workflow, it is a waste of time. To do this, there are steering files: markdown documents in the repository that AI reads automatically before starting work. In 2024-2025, each instrument came up with its own format. In 2026, the standard appeared, but the old formats did not go away.

AI Averaging: Why All Products Have Started to Look the Same and How to Get Out of It

Fri, 12 Jun 2026 06:28:25 GMT

Open five startup landing pages launched in 2026. Purple blue gradient on the hero. Inter or Roboto. Three icon cards. "Get Started" button. A block of customer logos. It's not a coincidence or a trend. This is a structural problem called distributional convergence.

Vibe coding for designers: where the workflow helps and fails

Fri, 12 Jun 2026 06:24:52 GMT

What vibe coding changes for designers: prototyping, states, code context, collaboration with AI and the limits that still require engineering judgement.

The Three Layers of Vibe Design: What Stage Does the Tool Really Work

Fri, 12 Jun 2026 05:44:03 GMT

Everyone has seen this: a designer generates a screen in an hour that looks like a finished product. Then open the second screen and everything falls apart. Another component, another indentation, another button. It's not a tool problem. This is the problem that the tools are confused by purpose. In 2026, each layer of work has its own class of tools. Using Lovable where Cursor is needed is like doing the final layout in Figma Make. Technically possible, almost painful.

Google Flow: How to create a video from the ground up – from Prompt to Export

Thu, 11 Jun 2026 23:17:25 GMT

You open Flow, you see a blank canvas and a text input field. It seems that it is enough to write a “beautiful sunset” and ready. In 40 seconds, you get eight seconds of blurry sky without sound or mood. It’s not about the tool – it’s about the fact that Flow works on a different logic than most AI generators. It's closer to the set than the image searcher.

Reasoning effort in GPT-5.4 and GPT-5.5: when to use low, medium, high and xhigh

Thu, 11 Jun 2026 14:45:51 GMT

The reasoning.effort parameter in GPT-5.4 and GPT-5.5 – none, low, medium, high, xhigh – directly affects the quality, speed and cost of the response. Discuss what each level means, real numbers by latency and price, and how to choose the right level for your task.

How to Work with Codex: A Complete Guide to OpenAI Codex CLI

Thu, 11 Jun 2026 14:37:20 GMT

Codex is OpenAI’s terminal AI agent for writing and editing code. Discuss what Codex is, how to set up commands to use, how to configure security through sandbox and approval policy, and how to connect AGENTS.md, MCP and profiles.

How to Navigate in a Telegram Bot: Inline buttons, reply menus, commands and Mini App

Thu, 11 Jun 2026 14:22:43 GMT

How to navigate in a Telegram bot: three menus and buttons with examples of code in Python and Node.js. Inline buttons, reply keyboard, commands via BotFather, Menu button and Mini App. When to use and how to build a structure.

Claude Fable 5 “hacked” in a day: Pliny the Liberator bypassed the protection of Anthropic and leaked the system prompt

Thu, 11 Jun 2026 05:50:10 GMT

Discuss what happened to Claude Fable 5: how Pliny the Liberator bypassed security classifiers the day after release, what techniques he used, what contained a leaked 120,000-character system pump and what it means for the security architecture based on the classifiers.

Vibcoding in Bitrix24: an honest analysis of what works, where the traps are and why it is more difficult than promised

Thu, 11 Jun 2026 05:10:09 GMT

We analyze the bundle of vibcoding with Bitrix24 and 1C-Bitrix without marketing: the real limitations of VibeCode, why AI hallucinates XML, what is necessary for normal operation with 1C, and what security risks AI development creates within the corporate ecosystem.

How to start the service yourself: everything that is given on courses on vibcoding - in one article

Thu, 11 Jun 2026 00:23:58 GMT

A designer who knows how to vibcoding does not depend on the developer. He's got a service idea -- and in a day or two, there's a live link that you can give to anyone. It's not a noukod. The code is real - it's just written by the agent, not you. Your job is to understand the task, describe it accurately, verify the result and give a specific feedback. This is what designers do better than most developers. The guide is built on the logic of a real project: tools → speck → interface → deploy → database with authorization → AI functions and integration → tests → portfolio.

Figma, Claude Code and React: build a traceable design system

Thu, 11 Jun 2026 00:00:38 GMT

Connect Figma rules to React implementation with tokens, components, project instructions, checks and a clear handoff path.

Nobody reads your screen. Here's why - and how to change it

Wed, 10 Jun 2026 23:34:14 GMT

Users don't read screens. They're scanning them. The Nielsen Norman Group conducted a large-scale study with eye-tracking: 232 participants, thousands of pages. The conclusion is that the eye moves along predictable routes and misses most of the text. This means that the text you have carefully verified will not be seen by most users. And a beautiful design only works if it has the right stopping points for the view.

Why users leave in 3 seconds and how to fix it

Wed, 10 Jun 2026 19:13:31 GMT

The user opens the page. He doesn't have a task to figure out - he just assesses: is this what I need? Will it take a long time? Is that even clear? If the answers don’t come quickly, they leave. Not because of bad design. Because the brain makes a decision “too difficult” before the person has time to realize it. Three seconds is not a pretty number for a headline. When a page loads longer than three seconds, the bounce rate begins to rise sharply. At up to five seconds, about 38% of users have already left. This is data on the download speed – but the same logic works for the perception of content: if in the first seconds the interface did not answer the question “where I got and why”, the person closes. This article outlines the specific reasons why this happens and what to do about each of them.

AI gave a bad result – how to notice it before the customer sees it

Wed, 10 Jun 2026 19:03:13 GMT

AI design generators have become faster and more accurate, but they still have a characteristic class of problems. Not blunders - it is quiet, which do not immediately catch the eye, but which the customer notices when he sees the screen for the first time. And then you explain, not show the work. The designer’s job is to catch these problems before the show, not after. In this article - specific signals that the result requires revision, and checklist for quick verification.

7 AI design mistakes that make portfolios look generic

Wed, 10 Jun 2026 18:55:28 GMT

Seven practical AI design mistakes: weak reasoning, missing states, generic screens, unverified output and portfolios without a clear designer role.

I made a screen in 58 minutes from scratch

Wed, 10 Jun 2026 18:38:16 GMT

Previously, the screen in Figma is three hours minimum. First you look for references, then you build a grid, then you rearrange the components, then you rework because something is wrong. It's now 58 minutes from an empty canvas to a layout that can be shown. It's not "AI will draw it all by itself." This is a specific workflow where the AI shuts down the routine and you make the decisions. Let's analyze the steps - with prompts, timing and typical rakes.

How to Work with AI Assistants in Design

Wed, 10 Jun 2026 14:09:09 GMT

Most people work with AI assistants in the same way: write a request, get the result, if you do not like it – write again. It works. But this is not how people who get consistently good results from AI work. The difference is not the instrument. The difference is how you talk to him.

Minimum stack for designer in 2026

Wed, 10 Jun 2026 11:26:47 GMT

The most common mistake when switching to AI design is trying to put together a full stack at once. Stitch, Figma Make, v0, Lovable, Framer, Midjourney, Reve, plus five more tools to try and end up using nothing normally. Design in 2026 is not one task, it is five: research, idea, generation, polishing, handoff. No instrument closes all five well. The minimum stack is one strong tool per phase, no more.

What is VibeDesign and how it differs from classic design

Wed, 10 Jun 2026 10:09:38 GMT

In early 2025, researcher Andrei Karpathi tweeted about “wibcoding,” an approach in which you completely trust AI implementation and stop thinking about how code works. The tweet received 4.5 million views. By March 2026, the same idea had made its way to design — and got its name. VibeDesign is neither a tool nor a trend. It's a shift in where the interface starts.

Design as Code: How to Pack Vision into a File and Give It to the Team

Wed, 10 Jun 2026 04:50:51 GMT

Ask any LLM to do a landing without additional instructions. Get: Inter, white background, purple gradient in hero, four cards in grid, barely noticeable hover. Anthropic calls this “distributional convergence” – models reproduce a statistical center of design decisions from training data. The center is average. Average is nothing. Skill files cure that. But more importantly, they turn a design judgment — something that lives in the mind of an experienced designer — into a reusable artifact that can be passed on to the agent, the team, the next project.

Google AI Studio + Figma Make + Codex: a bundle in which design and code are no longer separate stages

Wed, 10 Jun 2026 04:21:38 GMT

Most AI workflows in design solve one problem – to accelerate the generation of screens. The other solution is to remove the moment when a design is transferred to development and loses half of its meaning along the way. AI Studio is not just a UI generator. Figma Make is not just an AI button in Figma. And Codex is not just a smart auto kit. Together, they form an assembly line in which context is not lost on any transition.

Stitch + Figma: How the bundle works, which is already used by all normal teams

Wed, 10 Jun 2026 04:09:42 GMT

There are two types of designers in 2026. The question is whether Stitch will kill Figma. The second is still arguing - they have already done three projects in a week, using both tools together. Stitch and Figma are not competitors. These are two parts of the same conveyor, and the sooner you understand this, the faster it gets.

DESIGN.md is a single file that solves the main problem of vibcoding: “AI beige”

Tue, 09 Jun 2026 22:40:26 GMT

DESIGN.md is an open format for Google Stitch, which describes the design system of the project in YAML and Markdown so that it is understood by Cursor, Claude Code, v0 and other AI agents. We analyze the structure, tokens, CLI and where to get ready files.

Claude Fable 5: Anthropic has released a public version of Mythos – the most powerful model in the open access

Tue, 09 Jun 2026 17:12:20 GMT

On June 9, 2026, Anthropic released the Claude Fable 5, the first public Mythos model. What it is, how it differs from Mythos Preview, how the safeguards work, who got access, and why it matters.

Wikivibe MCP: how to connect a site to AI agents and why it is necessary

Tue, 09 Jun 2026 08:25:44 GMT

Wikivibe has launched a public MCP server. Discuss what MCP is in simple terms, how to connect to Codex and Claude, what practical benefits it gives the user and the site, and how GEO differs from conventional SEO.

How to safely store API keys in a project: .env, GitHub Secrets, server variables

Mon, 08 Jun 2026 09:03:55 GMT

How to properly store API keys, tokens and passwords in the project: environment variables, .env files, GitHub Secrets, Vault. What you can not commit, how to check that the keys have not leaked, and how to fix the situation if leaked.

What to do if the API sometimes fails to respond: queues, retry and circuit breaker in simple words

Mon, 08 Jun 2026 05:01:54 GMT

Explain in simple terms: what to do when the external API does not respond, freezes or falls. Task queues, repeated attempts with a delay, a circuit breaker pattern - without complex theory, with analogies and clear code.

How to connect an external API: keys, limits, retry, timeout, logging and fallback

Sun, 07 Jun 2026 17:24:32 GMT

A complete guide to working with external APIs in production: secure key storage, rate limits processing, exponential latency retry, timeouts, query logging and fallback strategies. Code in Node.js and Python.

How to link Telegram bot, website and database: bot architecture writes - site reads

Sun, 07 Jun 2026 16:54:15 GMT

Discuss the architecture: Telegram-bot receives data and writes to the database, the site reads the public feed. PostgreSQL, Redis, REST API, webhooks, realtime via SSE. Schemes, code in Node.js and Python, pitfalls.

How to moderate applications in the Telegram bot: queue, statuses, buttons

Sun, 07 Jun 2026 16:47:40 GMT

Step-by-step guide: the bot accepts applications from users, sends them to the administrator for verification, he approves or rejects with buttons. Examples in Python (aiogram) and Node.js explain the architecture.

Yandex targets. Metrics through APIs: Automation instead of manual setup

Sun, 07 Jun 2026 14:34:51 GMT

How to Create and Synchronize Yandex Goals Metrics through the API, not hands in the interface. Script on Node.js, integration with ym() reachGoal, automatic double check

Awesome GPT Image 2 API and Prompts – a powerful resource for working with image generation from OpenAI

Sun, 07 Jun 2026 13:18:16 GMT

Explore Awesome GPT Image 2, the largest collection of 700+ proven prompts and API examples for OpenAI GPT Image 2. Create photos for e-commerce, characters, marketing creatives, UI mockups and illustrations of the highest quality. Ready-made prompts and API guides.

RAG: How to Connect Your Data to a Language Model and Get a Smart Assistant

Sun, 07 Jun 2026 12:11:27 GMT

RAG (Retrieval-Augmented Generation) is an architecture in which a model answers questions from your data rather than memory. We understand how it works, how to collect from scratch in Python, what vector bases to use and where to really apply in vibcoding.

How to make a parser of Telegram channels without garbage: filtering spam, doubles, vacancies and advertising

Sun, 07 Jun 2026 11:34:09 GMT

Write a parser of Telegram channels in Python + Telethon from scratch. We filter ads, forwards, doubles through Simhash, vacancies and prohibited topics. Code, architecture, flow control, storage in SQLite and PostgreSQL.

Telegram-authorization on the site: how it works – Login Widget, OIDC, bot-flow and Mini App

Sun, 07 Jun 2026 10:38:28 GMT

Full analysis of authorization via Telegram: Login Widget vs new OIDC-floo via oauth.telegram.org vs bot with a one-time link vs initData in Mini App. How sessions are arranged, JWT, checking HMAC signatures, security pitfalls - with code in Node.js and Python.

Moving the site to a new domain without losing SEO: 301, canonical, GSC and Yandex. webmaster

Sun, 07 Jun 2026 09:04:08 GMT

A complete guide to moving a site to a new domain without losing positions and traffic. 301 redirects, canonical tags, GSC Change of Address, Yandex mirror – a step-by-step plan with examples of code.

How to accelerate the indexing of the site in Yandex and Google: a full guide after publication

Sun, 07 Jun 2026 08:56:15 GMT

Did you publish a website or an article and silence? Discuss by steps: sitemap.xml, IndexNow, Yandex. Webmaster, Google Search Console, bypass, internal links. Everything you need to do immediately after publication.

Best hosting in Russia in 2026: choose by project constraints

Sat, 06 Jun 2026 11:44:57 GMT

Compare Russian hosting options by project size, support, backups, deployment control, performance and the risks behind a low monthly price.

Claude Code vs Codex: An honest comparison of 2026 – prices, benchmarks, real reviews

Sat, 06 Jun 2026 09:02:56 GMT

Claude Codex or Codex: What to Choose in 2026? Compare prices, benchmarks, real reviews 500+ developers. No Water: Where Claude Code is Better, Where Codex Wins, and Why Smart Teams Use Both.

Vaibcoding on freelancing: which orders to take, and which to bypass

Sat, 06 Jun 2026 07:42:23 GMT

Wybecoding opens freelancing even without experience in programming - but not all orders are equally real. We understand what AI can do well, where it merges, and how not to take a project that will drown you.

S3 Storage: What It Is and Why It Works

Sat, 06 Jun 2026 06:44:20 GMT

S3 storage is a cloud-based object storage for files, media, backups, and application data. We understand how S3 works, how it differs from a regular drive, what providers are and how to start using it.

NVIDIA Nemotron 3 Ultra: The Fastest Open Model for Agent AI

Fri, 05 Jun 2026 13:04:05 GMT

On June 4, 2026, NVIDIA released the Nemotron 3 Ultra, the flagship model of the Nemotron 3 family and by far one of the most productive open language models in the world. This is not just another big LLM: the architecture, the principles of learning and the focus of application are fundamentally different.

Reve 2.0 – a new revolution in 2026 image generation: layouts, 4K and “touchable images”

Thu, 04 Jun 2026 15:11:13 GMT

Reve 2.0 was released on June 3, 2026, the best 4K model for image generation and editing. Discuss how the layouts-based approach works, why it ranked 2nd in Text-to-Image Arena and how it is changing vibcoding + design in 2026.

Anthropic just revealed a 24-minute master class on how to actually tip Claude

Thu, 04 Jun 2026 14:47:42 GMT

At the Anthropic conference, Boris, one of the creators of Claude Code, held a practical session and told how to get started, what products to use and how to build a workflow. Publish key ideas without water.

How to properly compose proms for DeepSeek: a complete guide

Thu, 04 Jun 2026 14:04:11 GMT

DeepSeek is a powerful AI model, but many people get mediocre results from it not because the model is bad, but because it is written incorrectly. In this article, you will learn how to formulate queries in order to get accurate, structured and predictable answers.

ECC – 249 skills and 63 agents for Claude Code, Codex and Cursor

Thu, 04 Jun 2026 11:51:46 GMT

ECC is the largest collection of skills, agents and hooks for Claude Code, Codex, Cursor and 10 more instruments. 249 skills, 63 agents, AgentShield, lifelong learning. 205k stars, MIT. Installed by one team.

How to make a landing using AI in an hour - a guide with prompts, Cursor, Lovable and deploy on Vercel

Thu, 04 Jun 2026 11:47:29 GMT

Step-by-step guide: how to land with AI in an hour - from idea to deploy on Vercel Specific prompts for Cursor and Lovable, landing structure, SEO optimization, mobile adaptation. No code knowledge.

I asked Codex to fix ForstPunk on MacOs Tahoe. He compiled the library from the source books and patched the binary

Wed, 03 Jun 2026 18:07:36 GMT

Frostpunk dropped on macOS Tahoe Beta with each loss. Codex himself made the diagnosis, compiled OpenAL Soft under x86 64, patched the game’s binary and re-signed the application. The game's working. The real GPT-5.5 case as an agent.

Error running remote compact task: stream disconnected before completion

Tue, 02 Jun 2026 09:40:43 GMT

Error running remote compact task: stream disconnected before completion in Codex. Why it occurs when context is compressed in GPT-5.5 and how to fix it reliably in 2026 Workable solutions that help most users.

MiniMax M3 – 1M tokens, multimodality and frontier coding in one open model

Tue, 02 Jun 2026 05:59:00 GMT

The MiniMax M3 was released on June 1, 2026 – the first open model with 1M context tokens, native multimodal input and frontier coding simultaneously. MSA architecture, 59% on SWE-Bench Pro, $0.60 per million tokens. The API is working.

VoxCPM2 – Voice and TTS cloning in 30 languages, free and open source

Sun, 31 May 2026 08:24:46 GMT

VoxCPM2 is an open TTS model with 2B parameters from OpenBMB: 30 languages, cloning voice from a short clip and creating a new voice from a text description. Apache-2.0, pip install, 22.9k stars.

Automatic Deploy on VPS via GitHub Actions – a step-by-step guide

Sun, 31 May 2026 07:19:53 GMT

How to Configure Automatic Deployment on VPS through GitHub Actions and SSH: A Step-by-Step Guide for Vibcoders Push to main – and the project itself is updated on the server. It works for Node.js, Next.js, Python, Telegram bots.

GPT-5.6: What is known about the upcoming release of OpenAI - all the insides, leaks and expectations

Sat, 30 May 2026 08:41:36 GMT

OpenAI speeds up the release cycle. Just a month after the launch of GPT-5.5 (April 23, 2026), the next iteration, GPT-5.6, is being actively discussed online. The model has not yet been officially announced, but leaks from Codex’s internal logs, code names, data from predictive markets and developer reports paint a pretty clear picture.

Running OpenAI Codex locally for free through Ollama

Fri, 29 May 2026 15:29:45 GMT

Yesterday, the news exploded in the AI community: thanks to the Ollama v0.24+ update, you can now run a full-fledged OpenAI Codex (both desktop application and CLI) completely locally, for free, without API keys, rate limits and sending code to OpenAI servers.

Claude Opus 4.8: Release review, key improvements, benchmarks and practical application

Thu, 28 May 2026 17:09:43 GMT

Anthropic today released the Claude Opus 4.8 – the next significant update to the flagship line of Opus 4.8 models. The model is positioned as an evolution of Opus 4.7 (April 2026) with an emphasis on increased autonomy, reliability in long-term tasks, improved judgment and efficiency in agentic workflow.

I asked Codex to fix the TV. He connected to him over the network and did it

Thu, 28 May 2026 12:27:57 GMT

The AI agent Codex connected to the TV on the network, wrote the script, found the problem with the black screen in Evie and fixed the cartoons. No ADB, no disassembly, just Python and WebSocket. Real case.

pg-aiguide – MCP server that teaches AI to write the correct PostgreSQL

Thu, 28 May 2026 07:19:48 GMT

timescale pg-aiguide is an MCP server and Claude Code plugin that teaches AI to write the correct PostgreSQL code. Semantic search according to official documentation, ready-made skills for best practices. One-team installation.

Cockpit Tools – one dashboard for all AI IDEs

Thu, 28 May 2026 05:41:48 GMT

Cockpit Tools is a free desktop manager for 12 AI IDEs at once: Cursor, Codex, GitHub Copilot, Windsurf, Kiro, Gemini CLI and others. Account switching, quota monitoring, multi-opening

How to Raise Supabase Locally – The Complete Guide to Vibcoders

Wed, 27 May 2026 12:01:29 GMT

How to raise Supabase locally through Docker and Supabase CLI: A step-by-step guide. Studio, Auth, Storage, Realtime, migration, and project connectivity are all on a local machine with no cloud.

What is Kubernetes? A Developer Guide

Wed, 27 May 2026 06:12:25 GMT

What is Kubernetes: The most detailed guide from basics to advanced concepts. Pods, Deployments, StatefulSets, Services, Ingress, Control Plane, Helm, GitOps, scaling, security, RBAC, Network Policies, real examples and best practices for production.

What are FTP and SSH? The most detailed and understandable guide for beginners

Wed, 27 May 2026 05:39:29 GMT

What is FTP and SSH in simple words? Complete detailed guide for beginners: how FTP, SSH, SFTP, public and private keys work. Step-by-step customization, security, examples, common bugs and 2026 best practices.

Branches, Pull Requests and Code Review: A Mature Architecture for Wicoders

Mon, 25 May 2026 16:30:06 GMT

Branches, Pull Requests and Code Review: A Mature Process Architecture for Vibcoders. As they do in large companies, best practices are AI code review, merger strategies, and Branch Protection Rules setup.

GitHub Actions: Complete Automation Guide for Vibcoders

Mon, 25 May 2026 16:27:33 GMT

A complete guide to GitHub Actions for Vibcoders and AI developers. Automatic depot, tests, caching, secrets and best practices of automating projects created with the help of AI agents.

GitHub from scratch: registration, first repository and basic commands

Mon, 25 May 2026 16:23:23 GMT

A complete step-by-step guide to GitHub from scratch for Vibcoders and AI developers. Registration, installation of Git, creation of the first repository, basic commands and proper work with code from AI agents.

OpenRouter 2026: A Single API for 400+ AI Models – Review, Integration with Cursor and Claude Code + Payment Blocking Alternatives

Sat, 23 May 2026 16:11:02 GMT

Как подключить OpenRouter API через AITunnel: docs.aitunnel.ru, ключи, Cursor, Claude Code, модели и частые ошибки настройки.

Google I/O 2026: Gemini 3.5 Flash, Antigravity and the New Era of All-Agent Vibcoding

Sat, 23 May 2026 15:24:19 GMT

Google I/O 2026: Gemini 3.5 Flash and Antigravity Launch a New Era of Agent Vibcoding Learn how AI agents now code, test, and deploy projects themselves. Complete analysis of announcements + practical examples.

Heretic: Fully automatic removal of censorship from language models

Mon, 04 May 2026 09:14:44 GMT

Heretic is a fully automatic tool for removing censorship from language models. It uses advanced abliteration + optimisation. Minimum damage to model intelligence with maximum removal of refusals. Support for most LLMs.

Goal Maker: Skill for Codex that turns vague long-term goals into a manageable PM cycle

Mon, 04 May 2026 05:37:47 GMT

Goal Maker - Skill for Codex, turning vague long-term goals into a managed PM cycle with the roles of Scout, Judge and Worker. Creates charter, task board and receipts. Perfect for large refactorings and multi-day tasks.

Codex Startup Pressure Test Skill: Hard test startup ideas before you waste time and money

Sun, 03 May 2026 17:53:58 GMT

Codex Startup Pressure Test Skill is a powerful skill for testing startup ideas. Get founder-style analysis: verdict, fatal flaws, core assumption, real-life competitors, and a 2-week MVP plan. Save months of time before development starts.

Opus Style Output: Skill, which brings GPT/Codex output closer to the Claude Opus style

Sat, 02 May 2026 16:54:15 GMT

Opus Style Output – Skill for Codex/GPT, which brings the model closer to the style of Claude Opus. Improves response structure, sums, code review and frontend copywriting. Simple installation, global application and noticeable readability gains.

Keep Codex Fast: How to keep your local workspace clean and fast in Codex

Sat, 02 May 2026 11:23:44 GMT

How to keep Codex fast even after weeks of intense work A complete guide to keep-codex-fast: handoff documents, securely archive chats, clean worktree and logs without losing context. Weekly maintenance of Codex.

Open Design: Anthropic Claude Design

Sat, 02 May 2026 09:45:22 GMT

Open Design как альтернатива Claude Design: установка, GitHub, локальная генерация UI-прототипов, плюсы, ограничения и когда инструмент стоит пробовать.

Scrapling: Responsive web scraping framework in Python – from one request to full-scale crawling

Sat, 02 May 2026 09:19:36 GMT

Scrapling is a powerful adaptive framework for web scraping in Python. Bypasses Cloudflare, automatically adapts to site changes, supports spiders, stealth mode and browser. The perfect solution from simple queries to large-scale crawling.

What it means to think architecturally, even without experience

Sat, 02 May 2026 09:05:34 GMT

Architectural thinking for beginners: how to see system boundaries, dependencies, tradeoffs, changes, and risks before asking AI to write code.

Typical beginner illusions: “AI will do anything”

Sat, 02 May 2026 09:05:34 GMT

AI can help a lot, but it does not understand the goal and is not responsible for the result. If you expect him to “do it all by himself,” you almost always get confused instead of a working program

How much time does AI really save

Sat, 02 May 2026 09:05:33 GMT

AI saves a lot of time at the start and hardly saves it where there is no understanding

Why Starting with a Pet Project is a Mistake

Sat, 02 May 2026 09:05:31 GMT

Pet project seems a safe start, but most often it interferes with learning the main thing

Why Copying Other People's Prompts Doesn't Work

Sat, 02 May 2026 09:05:31 GMT

Объясняем, почему чужие промпты редко работают без адаптации: контекст проекта, ограничения среды и критерии результата всегда разные, поэтому шаблон нужно настраивать.

Lack of logs, tests and checks is the main mistake of the beginner

Sat, 02 May 2026 09:05:30 GMT

When there are no logs, tests and checks in the project, it seems that you have made your life easier

How to Read and Verify Code Generated by AI

Sat, 02 May 2026 09:05:28 GMT

Пошаговый подход к проверке кода от ИИ: как быстро читать изменения, находить риски по логике и безопасности, формулировать правки и подтверждать стабильность перед релизом.

What Humans Are Responsible for, Even If AI Writes Code

Sat, 02 May 2026 09:05:27 GMT

Even if the code is written entirely by AI, humans are always responsible for meaning, decisions, and consequences. Code can be generated, but responsibility is not

Generation of a large project at once - an architectural trap

Sat, 02 May 2026 09:05:27 GMT

When you ask AI to generate a large project at once, you get not a basis, but an illusion of readiness

How to Speed up Codex 10x: A Complete Guide to Cleaning and Maintenance for OpenAI Codex App

Sat, 02 May 2026 06:21:30 GMT

OpenAI Codex is a powerful tool that allows you to work with code, run agents, use worktrees and automation. However, with active use, the application slows down noticeably: long sessions, accumulated logs, old chats and worktrees create a serious load on the local database, memory and file system. Many users note interface lags, slow session loads, and general braking, especially after weeks of intense work with terminals and long threads.

OpenAI Account Blocking (ChatGPT and SDK/API): Causes, Consequences and How to Avoid in 2026

Fri, 01 May 2026 12:21:31 GMT

OpenAI in 2025-2026 significantly tightened control over the use of its services. Account blocking has become a massive phenomenon, both for ordinary users of ChatGPT Plus/Pro, and especially for developers working through the SDK and API (Python, Node.js and other libraries). Thousands of organizations and individual accounts received suspension or permanent termination.

Trusted Access for Cyber: Why Codex and ChatGPT Block Cyber Security Requests and How to Get Around It

Wed, 29 Apr 2026 13:55:29 GMT

What is OpenAI’s Trusted Access for Cyber and why is Codex and ChatGPT blocking cybersecurity requests? Complete guide: how to verify, access GPT-5.4-Cyber, remove the cybersecurity risk flag and work with models without restrictions. Step-by-step instructions for developers and companies.

New wave of Claude account locks in April 2026: even those who pay with their real card are left without access

Tue, 28 Apr 2026 14:48:12 GMT

In April 2026, Anthropic began massively blocking Claude accounts, including paying Pro and Max users with a real bank card. Why this happens, who gets hit and how to protect your access – a detailed analysis of the new wave of locks.

Why developers are outraged by Claude Code and switch to OpenAI Codex with GPT-5 5

Tue, 28 Apr 2026 09:20:02 GMT

Why developers are leaving Claude Code for OpenAI Codex after the release of GPT-5.5 in April 2026 Analysis of quality regression Claude, post-mortem Anthropic, comparison of models, benchmarks (Terminal-Bench, SWE-Bench) and the best hybrid approach for productivity.

Taste-Skill: how to make AI-generated interfaces feel intentional

Sun, 26 Apr 2026 14:06:22 GMT

A practical guide to giving AI-generated interfaces stronger hierarchy, typography, spacing, motion and visual direction.

GPT-5.5: OpenAI rolled out the smartest model – and it already works for you

Thu, 23 Apr 2026 18:24:52 GMT

OpenAI has unveiled GPT-5.5, a next-generation model with a focus on the agentic approach: it plans, uses tools and brings complex tasks to fruition. Significant growth in coding, computer use, research and knowledge work while maintaining GPT-5.4 speed. Analysis of benchmarks, cases and opportunities.

GPT-5.5 Pro today? What’s Behind Spud Rumors, Codex Leak, and the Anticipation of OpenAI

Thu, 23 Apr 2026 04:33:57 GMT

Rumors of a possible GPT-5.5 Pro release on April 23: Codex leak, Spud code name, market expectations and OpenAI position. What is not confirmed and what to expect from the next model

Kimi K2.6: New flagship from Moonshot AI, which changes the rules of the game in coding and agent systems

Mon, 20 Apr 2026 17:27:23 GMT

Kimi K2.6 release overview: Moonshot AI model features, multimodal coding, agent swarm, benchmarks, pricing, and practical impact for developers.

The Vercel Hack in April 2026: What Happened, the Leak of Env Variables and How to Protect Yourself

Mon, 20 Apr 2026 15:36:29 GMT

Vercel hacking analysis (April 2026): supply-chain attack via Context.ai, access to environment variables of a limited number of clients, risks to Web3 and recommendations for protection - key rotation, sensitive flags and security audit.

How to Automate Professional Video Creation in CapCut with Codex App: A Complete Guide to VectCutAPI

Sun, 19 Apr 2026 07:20:57 GMT

How to automatically turn raw videos into ready-made promotional videos using the Codex App and VectCutAPI bundle Step-by-step configuration, MCP server connectivity and full workflow: from importing video to adding effects, text, animations, voiceover and the final CapCut draft without manual editing.

Claude Design: как превратить промпт в прототип и подготовить handoff

Fri, 17 Apr 2026 17:21:27 GMT

Практический разбор Claude Design: как дать контекст, пройти итерации, проверить интерфейс и передать результат в разработку без потери дизайн-системы.

OpenAI strengthens control over ChatGPT access: VPN bans and usage from unsupported regions

Fri, 17 Apr 2026 08:39:48 GMT

OpenAI restricts access to ChatGPT across countries, including Russia. We analyze the official rules, reasons for blocking accounts when using a VPN, detection methods and real risks.

OpenAI Codex for Almost Everything: How AI Controls Computers and Automates Development

Thu, 16 Apr 2026 18:43:28 GMT

OpenAI has released Codex for almost everything: AI now controls the computer, generates images, remembers preferences, and automates the full development cycle. Update 16 April 2026 for Vibcoders.

Claude Opus 4.7: a full review of the new flagship model Anthropic

Thu, 16 Apr 2026 15:53:10 GMT

Anthropic has released the Claude Opus 4.7, the most powerful public model in the lineup, with breakthroughs in offline coding, adaptive thinking and big data. The new version significantly improves the accuracy, stability and capabilities of agents, while maintaining the same cost and availability through APIs and cloud platforms.

Как пройти верификацию Claude: паспорт и селфи

Wed, 15 Apr 2026 15:59:15 GMT

Как проходит Identity Verification в Claude: какие документы нужны, зачем требуются паспорт и селфи и что делать, если проверка не проходит.

Routines in Claude Code: How Anthropic turned Claude into a standalone developer that works without you

Wed, 15 Apr 2026 13:58:19 GMT

The routines in Anthropic’s Claude Code are automation of development tasks with AI: schedule, API, and GitHub webhooks. Overview of opportunities and scenarios for 2026.

SuperGemma4-31B-Abliterated: The most powerful compact local LLM of 2026 – uncensored, lightweight and truly smart

Wed, 15 Apr 2026 09:33:10 GMT

SuperGemma4-31B-Abliterated is a powerful uncensored local LLM based on Gemma 4. Overview of Opportunities, Benchmarks, Performance and Launch in 2026

Hermes Agent: Self-learning AI agent from Nous Research that grows with you

Wed, 15 Apr 2026 09:27:44 GMT

Hermes Agent from Nous Research is a self-hosted AI agent with memory and self-learning. Overview of Opportunities, Architecture and Applications in 2026.

Muse Spark: Meta Superintelligence Labs' first AI model is Meta's new flagship in the race for superintelligence

Wed, 08 Apr 2026 17:04:21 GMT

On April 8, 2026, Meta Platforms unveiled the Muse Spark, the first AI model created at Meta Superintelligence Labs. It is a closed multimodal system focused on personal “superintelligence” and deep integration into the Meta ecosystem: WhatsApp, Instagram, Facebook, Messenger and AI devices. The model bets on speed, everyday utility and agent scenarios, becoming a new competitor to market leaders.

GPT-6 on the verge: Everything we know about OpenAI’s next breakthrough in April 2026

Tue, 07 Apr 2026 07:03:41 GMT

A brief overview of the future GPT-6 ("Spud") model from OpenAI: current development status, expected capabilities (memory, agency, multimodality), possible release dates and impact on developers, business and society.

Claude Mythos: leak reveals Anthropic’s most powerful AI model – ‘step change’ with serious cybersecurity risks

Sat, 28 Mar 2026 12:12:18 GMT

A major leak from Anthropic has revealed Claude Mythos (Capybara), a new flagship model that surpasses Opus in reasoning, programming and cybersecurity, raising concerns about the possible rise of AI attacks and explains the cautious release strategy.

GLM-5.1: The new open SOTA LLM from Z.ai is 94.6% from Claude Opus 4. 6

Sat, 28 Mar 2026 05:59:35 GMT

GLM-5.1 from Z.ai is a new open-source model that has approached the level of top-end closed-source solutions in coding and agentic engineering, with improved reasoning, long-horizon tasks

Codex Project Autopilot: A plugin that makes Codex think like a real team

Sat, 28 Mar 2026 05:52:52 GMT

Codex Project Autopilot is a local plugin that transforms Codex from an impulsive code generator into a structured project orchestrator with discovery, planning, validation and handoff phases.

Previous articleCursor AI: why new accounts do not save from limits

Thu, 19 Mar 2026 11:10:27 GMT

Почему Cursor видит новые аккаунты на одном устройстве: Machine ID, лимиты trial, роль VPN и реальные варианты решения без серых схем.

Суб-агенты в Codex App: команда AI-разработчиков

Wed, 18 Mar 2026 07:45:23 GMT

Как работают суб-агенты в Codex App: параллельные задачи, изолированный контекст, ускорение разработки и когда запускать AI-команду в проекте.

Google Flow: AI Credits, лимиты и сколько видео

Wed, 11 Mar 2026 23:10:12 GMT

Google Flow AI Credits простыми словами: сколько кредитов дают, когда они обновляются, на что тратятся и почему одно видео может стоить дороже другого.

OpenAI GPT-5.4: 1 млн токенов и computer-use

Thu, 05 Mar 2026 18:25:01 GMT

Что известно о GPT-5.4: контекст 1 млн токенов, native computer-use, работа с кодом, документами, таблицами, API и Codex.

PostgreSQL for beginner: tables, indexes, migrations

Thu, 05 Mar 2026 14:46:54 GMT

Discuss the basics of PostgreSQL for beginners: how tables work, why indices are needed, and how to manage database schema changes through migration. With SQL examples and practical recommendations for real projects.

The architecture of a simple Telegram bot: what to store, what to log

Thu, 05 Mar 2026 07:43:40 GMT

We analyze the architecture of a simple Telegram bot: what data should be stored in the database, what events to log and how to build a system so that the bot is easy to maintain and scale.

How to make a readable interface without a designer: typography and indentations

Wed, 04 Mar 2026 20:05:49 GMT

How to create a readable interface without the help of a designer We analyze the practical rules of typography, indentations and hierarchy of text that really improve UX.

Rate Limit and Retry: A Basic Scheme for Reliable Integrations

Wed, 04 Mar 2026 19:49:09 GMT

Как обрабатывать rate limit и retry в API: ограничения запросов, exponential backoff, jitter, повторные попытки и защита от перегрузки.

What is webhook in simple words and how not to lose events

Wed, 04 Mar 2026 18:23:52 GMT

Что такое webhook и как работать с событиями без потерь: подписи, повторы, идемпотентность, очереди, логи и защита от дублей.

Tracking AI queries: how to quickly find a failure

Wed, 04 Mar 2026 17:44:18 GMT

Step-by-step guide for beginners: how to log and trace AI queries to quickly find errors in the sale and not lose the context of calls.

Idempotence of AI integrations: how to remove duplicates and losses

Wed, 04 Mar 2026 17:43:59 GMT

A practical guide to idempotence in AI integrations: how to eliminate duplicate operations, protect payments and stabilize piplins in retrogrades.

AI Integration Contract Tests: How to Stabilize APIs

Wed, 04 Mar 2026 17:20:00 GMT

Step-by-step analysis of contract tests for AI integrations: how to fix API expectations, catch regressions before production and reduce the cost of errors.

MCP in AI Development: Secure Tool Connection

Wed, 04 Mar 2026 17:18:09 GMT

Practical analysis of how to connect MCP tools to AI agents without leaks, unnecessary rights and chaos in access: roles, proxy, audit and working checklist.

GPT-5.3 Instant: естественность и точные ответы

Wed, 04 Mar 2026 14:42:41 GMT

Что изменилось в GPT-5.3 Instant для ChatGPT: повседневные ответы, стиль общения, ограничения и разница с Thinking и Pro-версиями.

CI / CD for vibcoding: deploy without downtime and rollback in 1 minute

Wed, 04 Mar 2026 12:30:00 GMT

A practical CI/CD guide for AI projects: how to build a secure pipeline, roll out updates without downtime, and quickly roll back releases when errors occur.

Guide: How to Choose a Technology Stack for Your Website in 2026

Wed, 04 Mar 2026 11:20:24 GMT

Как выбрать стек для сайта в 2026 году: Next.js, TypeScript, Tailwind, анимации, темы, иконки и критерии выбора без лишней сложности.

Библиотеки Laravel: как выбирать и ставить пакеты

Tue, 03 Mar 2026 21:10:33 GMT

Практический гид по Laravel-пакетам: зачем они нужны, как ставить через Composer, какие пакеты выбрать для ботов, админок и продакшена.

Защита базы данных: Supabase и PostgreSQL в проде

Tue, 03 Mar 2026 12:22:01 GMT

Практический чеклист защиты БД: RLS, least privilege, шифрование, PITR-бэкапы, мониторинг, firewall и управление секретами.

Защита базы данных: Supabase и PostgreSQL в проде

Tue, 03 Mar 2026 12:22:01 GMT

Практический чеклист защиты БД: RLS, least privilege, шифрование, PITR-бэкапы, мониторинг, firewall и управление секретами.

SQL-инъекции: как заставить ИИ писать безопасный код

Tue, 03 Mar 2026 12:16:39 GMT

Как работают SQL-инъекции и как защищаться: parameterized queries, ORM, валидация, лимиты попыток, sqlmap и безопасная архитектура.

SQL-инъекции: как заставить ИИ писать безопасный код

Tue, 03 Mar 2026 12:16:39 GMT

How to get AI to write tests automatically

Tue, 03 Mar 2026 12:05:52 GMT

Как заставить ИИ писать полезные тесты: TDD, покрытие веток, интеграционные проверки, моки внешних сервисов и запуск в CI.

Как Codex помогает создать дизайн сайта в Figma

Sun, 01 Mar 2026 13:26:57 GMT

The article is devoted to the practical use of Codex (Codex App) and Figma bundle via Figma MCP (Model Context Protocol) to generate full-fledged editable interfaces on a single proxy.

Универсальный Telegram-бот-парсер с AI-нормализацией

Sun, 01 Mar 2026 08:18:23 GMT

Как сделать Telegram-бота, который собирает посты из каналов, нормализует их через AI и публикует чистую ленту с fallback-правилами.

AI site redesign without losing SEO: a full checklist before release

Sat, 28 Feb 2026 09:37:37 GMT

Как провести AI-редизайн сайта без потери SEO-трафика: чеклист перед релизом, контроль URL, метаданных, контента, аналитики и индексации.

4000+ ready-made n8n automations in one place

Sat, 28 Feb 2026 07:01:08 GMT

Как быстро внедрить n8n через коллекцию готовых workflow: установка, поиск сценария, импорт, проверка и безопасный запуск в продакшене.

GPT-5.3 Garlic: What OpenAI officially released and what verified leaks say

Wed, 25 Feb 2026 09:19:06 GMT

GPT-5.3-Codex and GPT-5.3-Codex-Spark releases: what OpenAI officially introduced, what benchmarks and capabilities are already available to developers, and what is known about the mysterious version of Garlic.

Crypto Pay API в Telegram-боте: старт для новичков

Tue, 24 Feb 2026 19:25:55 GMT

Crypto Pay is the official payment system from @CryptoBot, which allows any Telegram bot or web service to accept payment in cryptocurrency without intermediaries and with minimal fees.

OpenAI Agent Builder: визуальный конструктор AI-агентов

Tue, 24 Feb 2026 12:50:23 GMT

Что умеет OpenAI Agent Builder: canvas, File Search, Web Search, Code Interpreter, MCP-коннекторы, guardrails и интеграция с Responses API.

Blue-Green Deployment: релизы без простоя

Tue, 24 Feb 2026 11:29:21 GMT

Как выкатывать обновления без даунтайма: Blue-Green схема, быстрый откат, Docker, Nginx, Kubernetes, Terraform и безопасные миграции БД.

Многоагентные системы в OpenClaw: команда ИИ

Tue, 24 Feb 2026 09:20:57 GMT

Как собрать в OpenClaw команду AI-агентов: роли CEO, аналитика, разработчика и менеджера, параллельная работа и запуск проектов.

OpenClaw: The Complete Guide for Beginners

Tue, 24 Feb 2026 09:06:22 GMT

OpenClaw - автономный AI-агент для браузера, почты, файлов и скриптов. Разбираем установку, сценарии применения, ограничения и безопасный старт.

Как подключить Google Search Console по API

Mon, 23 Feb 2026 11:26:48 GMT

Пошаговая настройка Google Search Console API: JSON-ключ, проверка доступа, отправка sitemap, инспекция URL и диагностика индексации.

Почему Claude блокирует аккаунты: причины бана и VPN

Mon, 23 Feb 2026 07:07:22 GMT

Почему Claude блокирует аккаунты: VPN, неподдерживаемый регион, покупной аккаунт, проверка личности и сторонние инструменты. Что делать после блокировки.

OSV.dev is your personal shield against open source vulnerabilities

Sun, 22 Feb 2026 18:20:52 GMT

Как OSV.dev помогает искать уязвимости в open source: точные данные по версиям пакетов, проверка зависимостей и понятные фиксы.

OSV.dev is your personal shield against open source vulnerabilities

Sun, 22 Feb 2026 18:20:52 GMT

Google Stitch: AI для UI, кода и экспорта в Figma

Sun, 22 Feb 2026 16:42:34 GMT

Что умеет Google Stitch: генерация интерфейсов и кода, режимы Gemini, работа по тексту и скетчам, экспорт в Figma и Tailwind.

How to give AI full access to Yandex Metric + Webvisor through OAuth

Sat, 21 Feb 2026 07:48:45 GMT

In this article, we will create an OAuth application and get a token. AI will immediately start pulling data from Metrics and Webvisor and issuing accurate SEO recommendations.

Как подключить Яндекс.Метрику и Вебмастер без типовых ошибок

Sat, 21 Feb 2026 07:28:13 GMT

In this article, we will configure all Yandex analytics on any site. The metric will show who comes, what clicks and where falls off. The webmaster will accelerate indexing in Yandex and show errors.

Что такое вайбкодинг: простое объяснение и правила старта

Sat, 02 May 2026 09:05:35 GMT

Понятно объясняем, что такое вайбкодинг, чем он отличается от классической разработки и какие правила помогают новичку расти без хаоса и откатов.

Когда ИИ помогает архитектуре, а когда ломает проект

Sat, 02 May 2026 09:05:29 GMT

На реальных сценариях показываем, когда ИИ усиливает архитектуру, а когда создаёт техдолг: как задавать рамки, чтобы система оставалась устойчивой и понятной.

Какие задачи ИИ решает хорошо, а какие проваливает на старте

Sat, 02 May 2026 09:05:28 GMT

Карта задач для новичка: где ИИ действительно ускоряет, где даёт нестабильный результат и как выбирать формат работы, чтобы расти без лишних откатов.

Почему умение писать промпты не равно умению разрабатывать

Sat, 02 May 2026 09:05:32 GMT

Хороший промпт ускоряет работу, но не заменяет инженерное мышление: где проходит граница между генерацией и разработкой, и какие навыки действительно критичны.

Кто ты в вайбкодинге: оператор, разработчик или архитектор

Sat, 02 May 2026 09:05:29 GMT

Разбираем роли в вайбкодинге и зону ответственности каждой: как перейти от оператора ИИ к системному мышлению и принимать решения, влияющие на качество продукта.

Почему баги ИИ — это твои баги: ответственность в вайбкодинге

Sat, 02 May 2026 09:05:30 GMT

Практическое объяснение, почему ответственность за код остаётся у тебя: как проверять генерации ИИ, где искать ошибки раньше релиза и как снижать риск поломок.

Минимальный набор знаний для вайбкодинга и работы с ИИ

Sat, 02 May 2026 09:05:29 GMT

Разбираем базу, без которой ИИ-код становится хаосом: структура проекта, HTTP и API, логика данных, проверка результата и безопасный рост навыков в разработке.

Что нужно знать о runtime, чтобы ИИ-код работал предсказуемо

Sat, 02 May 2026 09:05:35 GMT

Понимание runtime помогает избежать случайных ошибок: где исполняется код, почему поведение отличается в браузере и на сервере, и как правильно ставить задачи ИИ.

Почему без HTTP и API в вайбкодинге быстро упрёшься в потолок

Sat, 02 May 2026 09:05:30 GMT

Объясняем простыми словами, как HTTP и API влияют на работу с ИИ: почему запросы падают, откуда берутся ошибки интеграций и что нужно понять в первую очередь.

Codex Cloud vs Cline vs Cursor: сравнение для вайбкодинга в 2026

Sat, 02 May 2026 09:05:38 GMT

Сравниваем Codex Cloud, Cline и Cursor на практике: где быстрее запуск, где выше контроль, и какой инструмент выбрать под конкретный тип задачи.

Почему IDE важнее модели: база для стабильного вайбкодинга

Sat, 02 May 2026 09:05:32 GMT

Объясняем, почему выбор IDE влияет на результат сильнее, чем выбор модели ИИ: контекст, навигация по коду, отладка и повторяемость рабочего процесса.

Как выбрать первую задачу для вайбкодинга: чеклист новичка

Sat, 02 May 2026 09:05:27 GMT

Пошаговый чеклист для старта: как выбрать первую задачу в вайбкодинге, не утонуть в сложности, получить быстрый результат и закрепить базовые навыки работы с ИИ.

Почему ИИ часто делает слишком сложно и как это исправлять

Sat, 02 May 2026 09:05:31 GMT

Показываем, почему ИИ усложняет архитектуру на старте, как формулировать ограничения в промпте и какие правила помогают получать простой и поддерживаемый код.

Почему «оно работает» не равно качеству: проверка кода от ИИ

Sat, 02 May 2026 09:05:32 GMT

Разбираем, почему запуск без ошибок не гарантирует качество: какие проверки нужны после генерации ИИ, как ловить регрессии и когда код действительно готов к продакшену.

Что не стоит автоматизировать в начале вайбкодинга

Sat, 02 May 2026 09:05:36 GMT

Список процессов, которые лучше пройти руками до автоматизации: постановка задачи, проверка логики, базовые тесты и контроль качества, чтобы не закрепить хаос.

Playwright CLI Skill - Deterministic AI-interface audit

Fri, 20 Feb 2026 13:54:39 GMT

Пошаговый разбор Playwright CLI Skill для аудита сайта: как проверять интерфейс, ловить регрессии в адаптиве, фиксировать артефакты и превращать проверки в рабочий процесс.

Receiving payments in the Telegram bot in 30 minutes, YooKassa, Stripe

Fri, 20 Feb 2026 13:28:30 GMT

With the help of native payments Telegram (method "sendInvoice"), you add the "Pay" button directly to the chat. The user pays by card without leaving Telegram. No external links, no redirects.

Gemini 3.1 Pro: обзор для разработки, плюсы, минусы и кейсы

Thu, 19 Feb 2026 17:13:40 GMT

Практический обзор Gemini 3.1 Pro для инженерных задач: где модель реально ускоряет разработку, какие ограничения критичны и как применять её без лишнего риска.

Gemini 3.1 Pro: full review + comparison with Claude Opus 4.6 and Codex 5 3

Thu, 19 Feb 2026 17:13:40 GMT

This article includes all the official updates, fresh benchmarks, a detailed comparison with the top 2 models of 2026 (Claude Opus 4.6 and Codex 5.3), real examples and step-by-step launch instructions. Save the article - here is everything you need for Vibcoders.

n8n для автоматизации: что это, как работает и с чего начать

Thu, 19 Feb 2026 10:34:36 GMT

n8n помогает собирать автоматизации через workflow: связывать сервисы, webhook, API и обработку ошибок без тяжёлой разработки с нуля.

Сравнение OpenAI, Claude Opus и Gemini для разработки в 2026

Thu, 19 Feb 2026 10:13:24 GMT

Сравниваем OpenAI, Claude Opus и Gemini по практическим критериям: стабильность ответа, управление контекстом, стоимость использования и пригодность для разных задач разработки.

Redis to speed up projects: cache, queues and rate limiting

Thu, 19 Feb 2026 09:46:49 GMT

Разбираем Redis на практических кейсах ускорения: кеширование, ограничение нагрузки, работа с TTL и типовые ошибки внедрения, из-за которых производительность не растёт.

Docker для новичка: полный гайд по запуску, образам и контейнерам

Thu, 19 Feb 2026 06:34:09 GMT

Пошаговый разбор Docker для практики: как устроены образы и контейнеры, как поднять проект локально, избежать типовых ошибок и настроить стабильный рабочий цикл.

Docker для новичка: полный гайд по запуску, образам и контейнерам

Thu, 19 Feb 2026 06:34:09 GMT

How to get AI to connect the API correctly the first time

Thu, 19 Feb 2026 05:43:18 GMT

AI often connects APIs “at will”: without error processing, with keys in the code and without considering limits – and everything breaks down in the market

Как не слить данные пользователей: практический чеклист безопасности

Thu, 19 Feb 2026 04:53:43 GMT

Пошаговый чеклист защиты пользовательских данных: хранение секретов, контроль прав, защита API, аудит логов и базовые процессы, которые снижают риск утечек.

Clean architecture: how not to turn a project into spaghetti

Thu, 19 Feb 2026 04:36:55 GMT

Pet projects quickly turn into spaghetti code, especially when the AI writes everything into one file without structure. In this article, I show you how to apply Clean Architecture in 2026

Pencil.dev: дизайн в IDE, компоненты и быстрый прототип

Wed, 18 Feb 2026 14:50:42 GMT

Pencil is an agent-driven MCP vector canvas built around an open file format that lives right in your repository

OpenCode Desktop App: что это, как начать и где он полезен

Wed, 18 Feb 2026 06:33:08 GMT

Практический разбор OpenCode Desktop App: как быстро стартовать, какие задачи закрывает лучше всего и где у инструмента есть ограничения в реальной разработке.

GLM-5: что умеет модель и где применять её в разработке

Wed, 18 Feb 2026 06:12:27 GMT

Разбор GLM-5 по рабочим сценариям: сильные стороны, ограничения и практические рекомендации, когда модель уместна в продовом инженерном процессе.

Git Worktree: параллельные ветки без конфликтов в одном репозитории

Wed, 18 Feb 2026 05:16:45 GMT

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

Supabase: A complete guide for beginners, or how to deal with databases

Tue, 17 Feb 2026 06:45:47 GMT

Supabase beginner guide: how database, auth, storage, realtime, RLS, migrations, and AI-assisted setup work in practical projects.

Get Shit Done (GSD): как организовать работу ИИ-агента

Tue, 17 Feb 2026 04:23:56 GMT

Что такое Get Shit Done и как использовать его с ИИ-агентом: установка, планирование, сохранение контекста, проверки и ограничения подхода.

Cline CLI 2.0: 20 команд для управления AI-агентом без хаоса

Mon, 16 Feb 2026 14:53:27 GMT

Гид по Cline CLI 2.0: какие команды нужны в ежедневной работе, как контролировать шаги агента и как снижать риск хаотичных правок в проде.

Cline CLI 2.0: Free team of AI agents for coding right in the terminal

Mon, 16 Feb 2026 14:53:27 GMT

The open source version of Cline CLI 2.0 was released. Let's figure out what it is, why it's cool and how to use it.

Single Navigation в Telegram-боте: единый UX-маршрут без тупиков

Mon, 16 Feb 2026 10:32:23 GMT

Как собрать единый навигационный путь в Telegram-боте: структура разделов, контекстные переходы, сокращение лишних шагов и метрики, по которым видно улучшение UX.

Как подключить домен к Cloudflare: DNS, SSL и редиректы

Sun, 15 Feb 2026 09:09:27 GMT

Как подключить домен к Cloudflare без ошибок: DNS-записи, SSL, единый канонический адрес, редиректы и проверка sitemap перед запуском.

Как обновить дизайн сайта с ИИ: быстрый маршрут без хаоса

Sat, 14 Feb 2026 09:29:10 GMT

Пошаговый путь обновления дизайна через ИИ-инструменты: как получить новый интерфейс, не потерять структуру контента и не сломать SEO/адаптив.

Как создать сайт через промпты: пошаговый сценарий под прод

Fri, 13 Feb 2026 09:37:57 GMT

Практический сценарий создания сайта через промпты: от идеи и структуры до деплоя, с контролем SEO, адаптива и стабильности релиза.

Самый простой Telegram-бот за 10 минут

Thu, 12 Feb 2026 13:30:00 GMT

Минимальный Telegram-бот для первого запуска: один сценарий, приветствие, echo-ответы и проверка результата без сложной архитектуры.

Memory Bank: Storing context for AI in project development

Tue, 10 Feb 2026 00:00:00 GMT

Memory Bank is a simple file system that captures the key context of a project

AGENTS.md: A Single Source of Truth for AI Agents

Tue, 10 Feb 2026 00:00:00 GMT

AGENTS.md is a contract between the project and AI agents. The article explains why it is needed, what problems it solves and why without it, AI begins to break the architecture, even if the code is already written correctly

Project Preparation with AI: From Idea to Documentation

Tue, 10 Feb 2026 00:00:00 GMT

Fully automated workflow: from idea formulation to ready-made Markdown documents

GPT-5.3 Codex: рабочие заметки по модели

Fri, 06 Feb 2026 00:00:00 GMT

Практические заметки по GPT-5.3 Codex: где модель ускоряет работу с кодом, где остаются ограничения и как проверять результат.

Installation Ollama: local AI on your computer

Thu, 05 Feb 2026 00:00:00 GMT

Ollama is a way to run large language models (LLMs) on your computer

What is considered a workplace in vibcoding

Sat, 31 Jan 2026 00:00:00 GMT

The job in vibcoding is not an abstract “environment,” but a specific set of tools through which you think, ask AI questions, and see the outcome

VScode: laying the foundation of the workplace

Sat, 31 Jan 2026 00:00:00 GMT

Практическое руководство по настройке редактора кода для вайбкодинга: базовые расширения, структура проекта, горячие клавиши и рабочие привычки для стабильной разработки.

Codex VScode: Connect a paid assistant

Sat, 31 Jan 2026 00:00:00 GMT

Codex in VSCode is a way to work with AI right next to code and files without switching to the browser

Codex Cloud vs Cline vs Cursor: сравнение для вайбкодинга в 2026

Sat, 31 Jan 2026 00:00:00 GMT

What is Vibcoding and who is it suitable for

Sat, 31 Jan 2026 00:00:00 GMT

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.

How to Develop with AI: Basic Workflow

Sat, 31 Jan 2026 00:00:00 GMT

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.

Minimum stack to start development with AI

Sat, 31 Jan 2026 00:00:00 GMT

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.

Первый проект через универсальные промпты: Telegram-бот

Sat, 31 Jan 2026 00:00:00 GMT

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.

Typical beginner illusions: “AI will do anything”

Sat, 31 Jan 2026 00:00:00 GMT

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.

Frontend/backend/database – how to avoid confusion

Sat, 31 Jan 2026 00:00:00 GMT

Frontend, backend and database are different parts of the system, each with its own task. Confusing them is like mixing a kitchen, a living room and a pantry: objects are like the same, but the purpose is quite different