Habr AI
How to Stop Believing Every AI Headline and Learn to Read the News Critically
Every day, dozens of news stories about AI appear: new models, record benchmark scores, predictions of mass unemployment. We explain how to
llm-checker: a utility that shows which LLMs your hardware can run
The new CLI tool scans your computer's GPU, RAM, and CPU, then tells you which of 35+ language models you can run locally via Ollama — and h
AI industry veteran warns: bigger changes than the pandemic are coming
Matt Shumer, who spent six years building AI startups, wrote an article that shook the IT community. His point is simple and unsettling: we
Three weeks from frustration to SaaS: how Claude wrote 90% of the code for an airline ticket search service
In three weeks, a developer turned a personal problem finding tickets to Bali into a working SaaS product. Claude wrote almost all the code,
Kotlin Multiplatform and AI agents: four platforms, one nervous breakdown
A Russian developer described what it's really like to build AI agents across four platforms with Kotlin Multiplatform. Spoiler: Xcode and m
Where Tokens Leak in Cursor and How to Deal With It
A developer figured out why the $20-a-month Cursor plan runs out faster than expected and built a custom framework to save tokens. We break
The Code Is Written, the Architecture Is Dead: The Hidden Cost of AI-Assisted Development
LLM code generators make it possible to launch MVPs in days instead of months. But along with speed, teams get a technical debt “black box”
Game of Life as a Path to AGI: A New View of the Nature of Mind
A Russian researcher proposes an unexpected approach to creating strong AI through a neural network that learns the rules of the “Game of Li
Why CLAUDE.md Won’t Save Your Project: Lessons From a Failed AI Adoption in Development
A developer candidly explained how he tried to bring AI assistants into his team during a migration to a new stack — and why the magic confi
How Claude Code solved in 40 minutes a task a programmer failed to solve five years ago
An engineer with no programming background built an MVP for video motion detection in industrial IoT using Claude Code. It took 40 minutes i
How to teach a language model to write so it’s indistinguishable from a human newsroom
A development team explained how they tackled a nontrivial task: getting an LLM to imitate the style of a specific media outlet so well that
Agentation: the tool changing the way developers communicate with AI agents
In two months, Agentation reached 120,000 downloads on npm and promises to make work with Claude Code twice as fast. We look at what is behi
The end of vibe coding: how to build an LLM-assisted development process that doesn’t kill the project
A developer spent a year using language models to write code and hit a classic trap: clean output, chaos when the project scales. His soluti
How MCP servers are turning IDEs into smart developer assistants
A developer connected WHOIS checks to Cursor through an MCP server and no longer had to manually check taken domains. But the main point her
When Neural Networks Litigate: How Multi-Agent Systems Are Changing Legal AI
Researchers at Tsinghua and the Russian team AiYurist independently reached the same conclusion: to stop AI from hallucinating in court, neu
Neuro-symbolic AI: how to finally get language models to do arithmetic
Language models fail at elementary arithmetic, and neither Chain-of-Thought nor fine-tuning helps. A Russian researcher proposed an architec
Why a single AI agent falls short: multi-agent system architectures for real-world production
Just AI shares its experience building multi-agent systems and explains why the attempt to create a single super-agent inevitably ends in fa
ChatGPT Health and Cowork: the key AI developments of the second week of January
January 2026 began with major announcements: from OpenAI's medical tools to Anthropic's new work automation solutions. We cover the main tre
The Economics of AGI: Why Endless Growth in AI Capabilities Does Not Guarantee Prosperity
An in-depth look at how labor automation could destroy market demand and why conventional GDP metrics will become meaningless in the era of
SpaceX-xAI merger: orbital neural networks or financial maneuver?
Elon Musk is merging his space empire with an AI startup. As SpaceX plans a million satellites for data centers, experts debate whether the
Enthusiast built a personal Cursor alternative using Claude and Google
A story about giving up paid subscriptions and building a custom development tool using only free APIs and chatbots, without writing code ma
The Formula for the Ideal Coding Prompt: From Toy to Companion
How do you turn a neural network into a powerful tool for a developer? The art of writing prompts.
From autocomplete to autonomy: how to build a full-fledged AI agent
The story of how disappointment with the capabilities of Cursor and Claude Code led to the development of a truly autonomous AI assistant wi
Anthropic vs. OpenAI: The Technical Battle for Generation Speed
Anthropic and OpenAI have introduced different methods for accelerating AI, from batching optimization to specialized chips. Find out what l
How Claude Code Helped Rewrite a Complex IT Platform in Just Two Months
A story about how a team of four specialists used AI to complete a project that had remained unfinished for four years. Discover how Claude
AI Security in 2025: From Backdoors to Agent Threats
Industry experts summed up the year in AI Security. We discuss the real cost of attacks, vulnerabilities in LoRA adapters, and new risks ass
From generation to simulation: how AI agents gain memory and will
Neural networks are learning to build stable worlds in real time, while agents are gaining autobiographical memory. We explain why LLMs are
Gary Marcus vs. Nature: Why rumors of AGI's arrival are premature
Prominent AI critic Gary Marcus argues that modern language models are merely sophisticated statistical approximations, not true general int
The Art of Self-Presentation: How Neural Networks Help Reframe a Developer’s Background
Learn how AI can turn a standard list of technologies into a compelling narrative of professional expertise and help you stand out from the
Human vs. Claude Code: results from a year of using AI in development
A developer ran a personal experiment to find out how much his productivity had actually increased after a year of working with Claude Code