Habr AI
AI news source. Articles are auto-selected and adapted by Hamidun News editors.
Latest publications
How the CEO of digital agency bijobs.ru built a brochure website over a weekend with Claude Code
Bogdan Nepryakhin of bijobs.ru explained how he replaced a month of work by a designer and a front-end developer with Claude Code over a weekend — and spent an order of magnitude less.
Python developer reined in Claude Code with a public anti-regression config
A solo developer at CREATMAN built a configuration for Claude Code that keeps the agent from straying beyond the task and breaking projects — and released it for free.
Gemini: how Google turned Bard's failure into 750 million users and AI leadership
In 2023, an error in a Bard ad wiped $100 billion off Alphabet's market value — today Gemini outperforms GPT-5.1 in benchmarks and reaches 750 million monthly active users.
Perplexity turned AI search into an agent that builds Excel files and checks data on its own
In seven minutes, Perplexity Computer assembled a four-sheet Excel file with 33 sources, wrote its own Python script, and showed how AI is moving from search to real analytical work.
DeepMind proposed ten cognitive scales for measuring progress toward AGI
Google DeepMind published the framework "Measuring Progress Toward AGI" — ten independent cognitive scales that for the first time make it possible to compare AI systems objectively.
AI agents vs RAG: how ReAct works and why multi-agent systems are needed
A single LLM response is no longer enough — a chain of actions is needed. We explain what AI agents are, how they differ from RAG, how ReAct works, and why multi-agent systems are needed.
Lemana Tech showed how it combined LLM, RAG, and traditional ML in tech support
The company described a hybrid support setup: fast ML classifiers handle high-volume tickets, while LLMs with RAG are used where Wiki-based answers and smart escalation are needed.
Raiffeisenbank implemented a RAG assistant in Kotlin without Python or new expertise
Raiffeisenbank’s team built an internal RAG assistant on the JVM stack — Kotlin and Spring Boot — without Python and without bringing additional expertise into the team.
Garage Eight: how AI is changing the work of analysts and why junior positions are disappearing
A Garage Eight analyst described six trends that are already reshaping the profession: AI is taking over routine work, raising the bar for juniors, and making managers more self-sufficient in working with data.
OpenClaw broke multi-agent work down into three modes: standalone agents, subagents, and ACP
OpenClaw explained how it structures multi-agent work through Telegram: standalone agents get memory and a workspace, subagents handle one-off tasks, and ACP delegates development to external CLI tools.
Habr AI Demonstrates How Reflex Architecture for LLM-Agents Eliminates Lag Down to 60 FPS
Habr AI explored dual-process architecture, where a fast reflex layer handles instantaneous reactions, while the LLM handles semantics, planning, and real-time adaptation.
Apple bets on local AI in M-series chips, not giant models
While the market measures itself by data centers and GPU clusters, Apple is pushing a different scenario: running AI near the user, on devices with unified memory and low power consumption.
Developer revealed how he built Roomify — an AI interior visualizer on React and Puter
Roomify converts floor plans into photorealistic 3D renders in seconds, with the entire project logic running on React, Puter, and Claude/Gemini API calls without a separate backend.
Entrepreneur built auto service CRM with ChatGPT and Cursor
An auto service owner without IT background described how since 2022 he built a CRM, Telegram bot and Android app for offline businesses using ChatGPT, Claude and Cursor.
How Personal Data Anonymization Affects LLM Agents: Hivetrace Dataclean Experiment
The authors examined how much a banking LLM agent loses in quality after data anonymization by comparing clean requests, masks, and pseudonyms across 102 synthetic tests.
Capsules for AI-Agents: How Packaged Developer Experience Becomes Machine Knowledge
The capsule framework's author demonstrates how a capsule's rigid structure — context, constraints, and history — becomes the ideal format for an AI-agent, not just humans.
How to Run DeepSeek on Your Server: Memory, Config, and Complete Privacy
A detailed guide to installing DeepSeek on a cloud server — how much memory you need for different model variants, which tools to use, and how to get it running on the first try.
Stable Diffusion XL at Home: A Guide for Those Who Thought It Was Too Complicated
Publisher BHV has released a practical guide to Stable Diffusion XL — for those who want to generate images without subscriptions, locally and privately.
BI.ZONE Experts: AI and Deepfakes Made Phishing More Precise and Dangerous in 2026
BI.ZONE experts explained why phishing in 2026 became personalized and multi-stage, which schemes work best, and why basic security measures remain effective.
Vercel unveiled agent-browser for AI agents — lightweight browser access without MCP
Vercel released agent-browser — a Rust CLI that shows AI agents only interactive page elements and helps manage the browser with lower token costs than MCP.
Grok, Claude and Kling: how a designer can quickly prepare complex web animation for frontend
The breakdown shows how a designer can use Grok, Claude, Kling, CodePen and Spline to transform a complex web animation idea into a clear package of materials for the frontend.
Just AI automated JAICP DSL: AI agent writes patterns and tests in a minute instead of six hours
The Just AI team built an agent for JAICP DSL that generates patterns, phrase examples, and autotests in multiple languages, reducing developer routine work from six hours to a minute.
Surf explains why teams sabotage AI implementation in product development
Surf executives described five stages of AI adoption in development—from denial and anger to equilibrium—and explained why forced rollout almost always leads to sabotage.
Google NotebookLM, Canva and Gamma: 13 Conditionally Free AI Services for Presentations in 2026
A new roundup compares 13 AI services for presentations — from Google NotebookLM and Gamma to Canva and Decktopus; free access almost everywhere comes with test credits only, export limits, or watermarks.
NGT Memory Module Shows How to Give LLM Persistent Memory Without Vector Database
Open-source NGT Memory module offers persistent memory for LLM without external vector database: stores user profile, links facts, and retrieves relevant context in 2–3 ms on CPU.
agent-pool for Google AI and Gemini CLI released with pipelines, cron, and bounce-back
The agent-pool MCP-server for Google AI and Gemini CLI automates multi-agent chains: launches steps based on triggers, returns tasks for revision, and schedules them on cron.
Agentic Legal RAG Challenge 2026: How Sparks of intelligence Tested the Limits of Agentic RAG
The Sparks of intelligence team analyzed their experience in the Agentic Legal RAG Challenge 2026 and demonstrated why chunking, search, grounding, and debugging time are critical factors in legal RAG.
RooCode for VS Code: How to Set Up Multi-Agent Development Without Chaos and Unnecessary Model Requests
A detailed RooCode configuration guide shows how to split roles across modes, connect MCP servers, and gradually improve AI agent performance in VS Code without excess noise.
Yandex 360 Explained How to Teach AI Assistants to Work with Internal UI Kits
The Yandex 360 team shared how to make a frontend repository understandable to AI — and why without this, the assistant will hallucinate components.
LinkedIn and SHRM: AI Made Resumes a Weak Signal and Turned Them Into a Hiring Filter
Candidates polish resumes with AI, companies filter them with algorithms, and ultimately the value of a 'perfect' CV drops: case studies, interviews, and verifiable experience become more important.