Habr AI
AI news source. Articles are auto-selected and adapted by Hamidun News editors.
Latest publications
ruGPT3XL Gains 8k Context: Restored Model Transcends 2k Limit with Minimal Losses
The ruGPT3XL restoration author fixed sparse attention, increased model context from 2k to 8k, and preserved quality on short sequences with minimal noticeable regression.
OpenAI, MiniMax and Nvidia Set the Tone for March in AI: Sora, GPT-5.4 and the Bet on Mira Murati
March in AI was defined by major product shifts: OpenAI reconsiders Sora's future, Google and Anthropic accelerate their assistants, while MiniMax and Nvidia hint at a new round of competition.
AI-first startups: why growth marketing stalls and what breaks in the funnel
Strong top-of-funnel metrics for AI-first products often mask false demand: people come for novelty, not to solve a problem, so the conventional growth funnel starts to lie.
Habr: AI agents change delivery, and teams must rebuild the entire development cycle
Habr explains why with the emergence of AI agents, teams need to restructure not only code writing but the entire delivery: context, checks, execution rules and learning loop.
M2 delegated 40% of marketing texts to AI and maintained content quality
The M2 team embedded an AI copywriter into its internal editorial department, assigned 40% of product and marketing texts to the model, and maintained consistent tone, quality control, and security.
Sova AI Released Android Assistant That Controls Phone Without PC and Root
Sova AI unveiled an Android application with an AI agent that opens apps, presses buttons, scrolls screens, and executes voice commands without PC connection.
OpenAI API and GPT Fan-Out Queries: How SEO Specialists Analyze AI Search
The author demonstrates how to retrieve hidden GPT fan-out queries via the OpenAI API and use them to analyze how AI models gather sources and generate answers.
Hack The Box: How MCP Inspector Turns AI Tools into a New Attack Vector
A breakdown of Kobold from HTB Season 10 shows how a single dev utility for AI servers can lead to RCE, LFI, credential reuse, and complete host compromise via Docker.
LLM-based system reduced quality control map preparation at metallurgical plant from 2 hours to 5 minutes
At a metallurgical plant, an LLM-system began assembling quality control maps in 3–5 minutes instead of two hours: not a universal prompt, but a set of rules tied to each GOST proved effective.
Habr AI Shows How to Add Memory and Context to an LLM Chat in Python with Ollama and LiteLLM
In a new part of the tutorial on Python chat with Ollama and LiteLLM, the author demonstrates how to store message history, pass context to the model, and limit memory without complicating the architecture.
Claude Sonnet and Jarvis Pattern: why AI agents might not need more than an operating system
On Habr, developers proposed building personal AI agents not around complex frameworks, but on a combination of LLM, operating system, and file-based memory—with a focus on real DevSecOps tasks.
Yandex showed how to reach Alice answers and measure search visibility
Yandex launched a 'Website Visibility in Alice' section in Webmaster. The message to businesses is clear: assistant answers come not from tricks, but from solid SEO, proper page structure, and accurate data.
Flant: How a Go Developer Turned Zed and Gemini into a Useful AI Agent
A Go developer from Flant described the path from slow IDE plugins to a combination of Zed, Gemini 3 Flash, and gopls-mcp, which provides an AI agent with project context and real value in code.
Agentis Memory: Redis-Compatible Storage with Vector Search and Local Embeddings
Agentis Memory transforms a Redis-compatible store into shared memory for AI agents: with local embeddings, built-in vector search, and no external APIs.
Habr: How synthetic data helps train models and why self-training leads to collapse
Synthetic data helps AI compensate for a shortage of quality human-generated corpus, but with uncontrolled self-training, models begin to lose rare cases and diversity.
Why ChatGPT and Gemini Won't Recommend Your B2B SaaS, Even if Your Website Is Well-Built
Even a well-designed B2B SaaS website may not appear in ChatGPT, Gemini, and Perplexity responses if your brand lacks a clear category, external validation, and a stable digital profile.
Why AI in UI Design Matters Not for Production, but as a Source of Visual Mutations
AI-generated UI is valuable not only for rapid sketching: its power lies in rare visual combinations that help designers discover new approaches and transform the interface design process itself.
Qwen and llama.cpp: how to run a local neural network without the cloud on your computer or server
A practical guide explaining how to run the Qwen model through llama.cpp on your own computer or server to work with a local neural network without clouds, subscriptions, and data leaks.
Anthropic and Claude Cowork: 10 work tasks AI removes from humans
Claude Cowork from Anthropic demonstrates how AI takes on morning briefings, proposals, client responses, and reports, freeing up two to three working days per week.
Directum: Why Business Actively Discusses AI Agents but Hesitates to Deploy Them in Processes
Directum explains why AI agents became the main corporate trend, but mass adoption is hindered by expensive infrastructure, error risks, and liability questions.
ClawRouter reduced LLM API costs from $47 to $1.80 per week — smart router review
ClawRouter analyzes each prompt across 15 parameters and routes it to the most cost-effective suitable model — reducing weekly LLM API expenses from $47 to $1.80.
Agent Coding as Addiction: Why Developers Can't Stop
Startup CTOs don't sleep until 3 AM without deadlines, Y Combinator CEO brags about 19-hour sessions — UC Berkeley researchers spot gambling addiction patterns.
PromptPilot: task scheduler for Claude Code and Codex that works while you sleep
A Russian developer created a task scheduler for AI CLI — PromptPilot accepts prompts from terminal, browser, or Telegram bot and executes them on schedule with auto-retry on rate limit.
Yandex Code Assistant for VS Code: How the Extension Has Changed and What Code Indexing Provides
The review author tested Yandex Code Assistant for VS Code and highlighted the main features: chat, diff, rules and skills, and most importantly—project indexing in embeddings for more informed code work.
How one developer used Claude Code to build a geo-platform for brands across nine AI networks
A mobile developer transformed a casual interest in GEO into a full product and, using Claude Code, built a platform that tracks and amplifies brand visibility across nine AI networks.
Luminarys AI Launches AI-Agent Platform with Skill Isolation and Cluster Deployment
Luminarys AI launched a platform for running AI-agents where skills are isolated in WebAssembly, written in multiple languages, and scaled across clusters of heterogeneous machines.
OpenClaw on Xiaomi 11T: turning an old smartphone into a home AI server
An old Xiaomi 11T with 8 GB of RAM was transformed into a home AI gateway via OpenClaw: through Termux and OpenRouter, the smartphone responds in Telegram, but requires careful configuration and protection.
Samsung Expects Memory Shortage to End by 2028—Signaling a Shift in AI Growth Expectations
Samsung, the world's largest memory manufacturer, expects the shortage to ease by 2028—a signal that the AI market is preparing for not just growth, but a potential slowdown.
Raft Introduces "AI COMP-AS" Framework for Profitable and Secure AI Implementation
Raft described the AI COMP-AS framework — a step-by-step approach to AI implementation that links initiatives to business goals, assesses risks, ROI, and the path from pilot to scale.
Habr AI: Why Agent Systems Need New Control and Safety Metrics
As organizations transition from chatbots to autonomous AI agents, they must evaluate not only response quality but also planning, tool calls, risks, and observability.