Habr AI

Habr AI Breaks Down Gradient Descent in C++ and CUDA Through MNIST Model Training
In the fourth part of the 'From MNIST to Transformer' series, Habr AI explains how gradient descent works and demonstrates training a digit

Google Turns Gemini Into Smartphone Infrastructure as Apple Steps Back From Siri
Google through Gemini claims the foundational AI layer role for both iPhone and Android simultaneously, while Apple effectively acknowledges

Claude AI in Four IDEs: Why the Developer Became the Main Bottleneck for Agents
A Habr AI author described how working with Claude AI and multiple IDEs accelerates development, but makes the human the main bottleneck: th

EU AI Act and EU Sanctions Intensify Pressure on Russian SaaS Companies in Europe
The EU and Russia are almost simultaneously moving AI regulation into a practical phase, and for Russian SaaS companies this becomes a doubl

"First Form" showed how to maintain a company map so AI doesn't make mistakes
"First Form" demonstrated why corporate AI systems start confidently making errors if the data map isn't updated, and how to solve this with

Veai 5.7 for JetBrains IDE adds directories to chat and auto-retry for agent tasks
Veai updated its AI agent for JetBrains IDE: version 5.7 brings directories to chat, model selection directly in the dialog, auto-retry, and

Habr AI: METR and Google Cloud See No Promised Developer Acceleration from AI
Habr AI compiled findings from several studies: AI assistants make developer work more comfortable, but data from METR, Google Cloud, and Py

KodaCode 0.8.0 adds secure chat mode, dialog branching, and image support
KodaCode 0.8.0 migrates chat to secure agent logic with read-only tools, adds session branching, JSON export, and image uploads for multimod

SberDevices and ruGPT-3 XL: Developer Restores Forgotten Russian-Language Model from 2021
Developer brought back ai-forever/rugpt3xl — a Russian-language SberDevices model with 1.3 billion parameters, created in 2021 and trained f

Habr AI Shows How to Build an SEO System for a Niche and Prepare Your Site for AI Search
Habr AI analyzed why LLMs don't replace SEO strategy: you must first design demand, clusters, and page types, then launch content generation

Albumentations explained how to systematically select augmentations for computer vision models
Albumentations released a practical guide on selecting augmentations: don't gather them randomly, but test them as hypotheses about data, tr

MiniMax Replaces Claude API: AI Agent Costs Cut from $200 to $20
Developer migrated social media AI agent from Claude API to MiniMax and Kimi, cutting monthly model costs from $200+ to approximately $20 wi

Habr AI Compared Claude, Gemini, and ChatGPT on Text, Math, Analysis, and Creativity
Habr AI compared ChatGPT-5.4, Claude Opus 4.6, and Gemini 3.1 Pro not on standard demos, but on unconventional tasks involving text, mathema

Qdrant and DRAG with KNEE: How to Make RAG Adaptive and Avoid Wasting Extra Tokens
The author proposes DRAG with KNEE — an adaptive RAG approach based on Qdrant and Python that builds a document hierarchy and removes unnece

Why the Pentagon-Anthropic conflict became a warning sign for AI business
The dispute between the US Department of Defense and Anthropic over model usage restrictions revealed a new corporate risk: AI strategy depe

How to Write Prompts for Midjourney, DALL-E, and Kandinsky to Get Precise Images
We break down why vague requests break image generation and how prompt structure, word weights, negative instructions, and settings deliver

OpenAI and Sam Altman: how the board crisis became a power struggle
The article connects Sam Altman's firing and return, questions about the Startup Fund, and a controversial Pentagon contract into one story

Habr AI: LLMs Can Take Over Routine in Business Research—But Not Strategy
A Habr AI author divides product and marketing research into three levels, arguing that LLMs will quickly automate routine tasks and part of

DeepMind and Yann LeCun Push AGI Toward World Models — Why This Concerns More Than LLMs
The author links the path to AGI not with LLM growth, but with world models: if AI learns to understand the physics of the world and gains a

OpenClaw deployed on Wiren Board: how an AI agent controls the controller and writes scripts
A Wiren Board engineer deployed OpenClaw directly on the controller, connected Telegram, trained the agent to work with Modbus, and tested w

Who's Behind Claude: How Former OpenAI Employees Built Anthropic's Team
Anthropic grew out of a team of former OpenAI employees, and Claude's success is driven not only by Dario and Daniela Amodei, but also by re

ChatGPT Helped Design a Controller for a 32-Juice Vending Machine
The author on Habr demonstrated a conversation with ChatGPT where the model clarifies requirements and builds a controller architecture for

"First Form" Implemented MCP to Configure BPM Processes via AI Agent
Russian BPM platform "First Form" implemented support for Model Context Protocol: now categories, forms, and business processes can be confi

OpenAI, Google, and Anthropic Accelerate AI Model Race, but the Market Is Already Tired of the Noise
In February 2026, leading AI labs released dozens of models, but the real story isn't record-breaking benchmarks—it's falling prices, growin

Resilience: AI Accelerated Cyberattacks, Response Window for Defenders Narrowed to Minutes
Reports from Resilience, IBM, and ReliaQuest show: generative AI hasn't invented new attack types, but has dramatically accelerated phishing

Why Neural Networks Fail to Predict Moscow Exchange Markets—and Where ML Actually Helps Traders
Analysis of ML in trading reveals why neural networks struggle with direct price forecasting, yet help identify market regimes, filter trade

Habr AI: Self-Organizing LLM Agents Outperformed Hierarchical Systems by 14%
An experiment on 25,000 tasks showed that LLM agents perform better without imposed roles: self-organization, specialization choice, and the

Habr AI Author Proposes Deterministic AI on MacBook Air Over GPU Race
A GPU race manifesto has appeared on Habr: the author argues that a deterministic AI kernel in Rust with O(1) logic can run locally on MacBo

AI agents reshape the development cycle: where Scrum contracts, where humans remain essential
AI agents do accelerate development, but unevenly: in new projects, control shifts to observability; in legacy code, validation becomes more

FSBio Describes Metabolic AI Runtime — AI Architecture with "Homeostasis" Instead of Empathic Prompts
FSBio Claims That True Machine Empathy Is Impossible in Standard Transformer Models, Proposing Metabolic AI Runtime with Internal State, Mem