Habr AI
OpenAI's Ad Compromise: Why ChatGPT Monetization Won't Cover Billion-Dollar Losses
OpenAI has begun implementing targeted advertising in ChatGPT, hoping to earn billions. But analytics show that this desperate move is unlik
The End of AI Isolation: How Model Context Protocol Connects AI to Reality
Language models are no longer locked in a text vacuum. We break down how the MCP standard gives neural networks secure access to files, data
Kaggle Under Google DeepMind Launches Benchmarks SDK for Comparing Large AI Models
Kaggle changed its slogan and focus: under Google DeepMind's management, the platform launched Benchmarks SDK — infrastructure for standardi
OpenClaw Outpaced Linux in GitHub Growth: Why Engineering Scaffolding Matters More Than the Model
Chief AI Architect Andrey Nosov explained how Kafka, Pydantic schemas, and Human-in-the-Loop transform unpredictable LLMs into reliable prod
Claude Opus 4.6 discovered a 23-year-old vulnerability in the Linux kernel over a weekend
Researcher Nicholas Carlini ran a simple Bash script with Claude Opus 4.6 — and the model discovered a critical flaw in the Linux file syste
Why SEO Won't Die—And What's Really Behind the Trendy GEO
Marketers are panicking: LLMs are stealing traffic, links don't convert. We break down why SEO isn't going anywhere and where every GEO arti
Testing Pyramid as a Task Decomposition Tool for AI-Agents in QA Assist
Mikhail Fedorov explains why the classic testing pyramid became a key architectural solution in the QA Assist system of 11 AI-agents.
LangChain Loses Reasoning Content in CoT Models: How to Fix the LLM Provider Bug
LangChain chat classes fail to preserve the reasoning block when working with Chain-of-Thought models—users wait silently while developers a
AIRI Researcher on EACL 2026 in Morocco: A Computer Vision Specialist's Perspective on the NLP World
Andrey Moskalenko from AIRI's FusionBrain laboratory attended EACL 2026 for the first time, a conference that made history by being held in
How a product manager can assess AI product quality: a guide to evals
Anthropic and OpenAI executives call evals the key skill for product managers — a podcast with researchers lays out a step-by-step process f
The 12 best LLMs in 2026: comparing Claude, ChatGPT, Gemini, DeepSeek, and Grok
An honest breakdown of 12 current language models in 2026 — from ChatGPT 5.4 to DeepSeek v3.2 — with benchmarks, real-world scenarios, and a
Gemini and semantic search: AI matches furniture to blueprints with 87% accuracy
Russian developers built a Gemini-based AI system that automates furniture selection from architectural drawings — recommendation accuracy r
How Gemini helps a non-programmer handle small-business IT tasks without freelancers
A manager without a technical background explains how Gemini replaced expensive contractors for routine IT tasks — and why that changes the
Raft’s AI КОМП-АС framework: how to avoid mistakes when choosing the architecture of an AI solution
The Raft team breaks down section ‘A’ of the AI КОМП-АС framework — an architecture and product design methodology that reduces the risk of
Prompt decomposition in Gemini and Kling: how to recreate a Pinterest visual in a brand style
Step-by-step method: break a Pinterest reference into components, rebuild it in Gemini to match the brand style, and animate it in Kling — w
Clinical review of Gemini: attention deficit, pica, and hallucinatory party
An author on Habr analyzed Gemini's behavior as a clinical case: diagnosis — attention deficit and pica, recommendations — directive guidanc
AI funding bubble threatens Western bank deposits — on two fronts
A closed-door meeting of the Federal Reserve, the U.S. Treasury and bankers was held in Washington: officially, about AI-related cyber risks
Vibe-code review: how Claude Opus writes beautiful C++ that does not work correctly
An analysis of the markus project created by Claude Opus: why beautifully written AI code can hide serious problems with quality and correct
How YOLO and OpenCV Learned to Parse Transport Waybills — and Why That Isn’t Enough
An analysis of the three main limitations of YOLO, OpenCV, and Hugging Face when parsing real transport waybills — and how to build logic on
Sediment Palace: local memory for AI agents built on a geological-layer model
A developer proposed a memory architecture for AI agents in which fresh data settles in layers like geological sediment, compacting over tim
SpeShu.AI launches feature crowdsourcing: Habr users decide what goes into the next patch
Russian neural network aggregator SpeShu.AI invited the Habr audience to influence the product directly — vote for an idea, and the team wil
Claude Code barred to minors, Qwen Code goes paid, and Opus 4.7 uses 30% more tokens
In the weekly digest: Anthropic introduces an age restriction for Claude Code, Alibaba monetizes Qwen Code, and OpenAI expands Codex into a
Vibe coding without AI slop: how the targetai team sped up development 12x
The targetai team shared a method for working with LLM tools that can shorten the development cycle 8–12x without quality loss or AI slop bu
The Dark Side of AI: Why Corporations Are Really Building Neural Networks
Productivity tool or Trojan horse? We examine how leading AI companies use technology to build an exploitative corporate oligarchy.
Battle of coding titans: comparing ChatGPT, Gemini, and Claude on real-world tasks
Which tech giant currently offers the best tool for developers? We tested the flagship models from OpenAI, Google, and Anthropic on tasks of
Vibe coding: how AI assistants erode engineering thinking
An ML engineer with four years of experience built an app in a few days without knowing either the language or the stack. But alongside the
Gemini 3.1 Flash Lite: How Google Is Changing the Affordable AI Model Market
Google has introduced Gemini 3.1 Flash Lite, the most affordable and fastest model in its lineup. We examine whether the new release can out
Who Is Responsible for AI Agent Errors: Three Models of Legal Liability
When an autonomous agent makes an error, finding the culprit becomes a legal quest. We examine three liability scenarios — from a simple too
Autonomous agents and a “spy novel”: a new level of human-AI interaction
The story of how the OpenClaw platform and Anthropic models turned routine development into a compelling process of creating digital persona
OpenAI introduced GPT-5.3 Instant: focus on accuracy and user experience
OpenAI released GPT-5.3 Instant, focusing on response quality and fixing errors. The model became more accurate and moved away from excessiv