Habr AI
AI news source. Articles are auto-selected and adapted by Hamidun News editors.
Latest publications
OpenGrall Presented an Architecture for AI Robots Where a Language Model Handles Strategy
The OpenGrall framework proposes dividing cognition and control: a language model handles strategy, while TinyML handles execution and safety, reducing latency even on resource-constrained hardware.
Habr AI: How Pipeline Triad Assembles an AI Agent Pipeline Instead of a Development Team
Habr AI examined Pipeline Triad — a model where development stages pass through AI agent triads, with humans involved only at four control points.
Gramax showed how to compare RAG answer quality without manual eye evaluation
Gramax explained why retrieval metrics are insufficient for RAG, and proposed evaluating not retrieved chunks, but the final user answer — by completeness, accuracy, and robustness.
How LLM Guardrails in Java Block Injections and Toxic Responses
An analysis of why a single system prompt is insufficient to protect LLMs, and how Java guardrails intercept dangerous inputs and filter toxic or unwanted model outputs.
Anthropic and Mythos: why a banking threat quickly became a risk for everyone
Anthropic presented Mythos as too dangerous for public access, but the real risk proved to be not in banking but in small businesses' inability to patch vulnerabilities before attacks strike
Anthropic and Claude Mythos: why critics call the model launch an expensive PR spectacle
A critical column on Claude Mythos argues that Anthropic is selling not just an AI model, but a myth about its near-human nature, amplifying scarcity and demand among corporations.
AI Assistants in 2026: How a Solo Developer Became Faster Than a Team of Three
The author demonstrates that in 2026, a single developer equipped with a set of open-source AI tools can write, test, and commit code faster than a small team could two years ago.
ecom.tech compared evolutionary fine-tuning of Qwen3-4B with SFT and GRPO for Kotlin tests
The ecom.tech team fine-tuned Qwen3-4B-Instruct for generating unit tests in Kotlin and showed that the evolutionary algorithm outperforms SFT and GRPO on quality metrics, but degrades the model's general reasoning abili
Yandex Code Assistant tested on secrets handling and compared against Cursor
An engineer at 'Infosystems Jet' tested Yandex Code Assistant on secrets management and showed the agent is nearly on par with Cursor, but still requires developer oversight.
Claude and Qwen Omni: How a Developer Integrated Video Analysis into a Production Pipeline
A Habr author connected Claude with Qwen Omni to work around the lack of native video processing and automatically categorize 29 animation references by motion and type.
How Sovcombank Reduced Product Team Routine Work by 50% Using an AI Assistant
Sovcombank built an AI assistant based on LLM and a unified prompt to take documentation, approvals, and part of analytics off product managers' hands, freeing up to half their time.
Critics call OpenAI's partnership with McKinsey and Accenture a bet on AI hype
The author of a scathing column argues that OpenAI's Frontier Alliances program sells businesses not a ready-made solution, but an expensive AI coworkers implementation process through major consultants.
Google Veo, Runway and Kling rank among the top free AI video generators in 2026
The authors compared ten popular free video generators, including Google Veo, Runway and Kling, and tested them on a complex scene featuring a raccoon, fur, glass and lighting.
Rufler simplifies agent swarms in Claude Code: one config instead of manual orchestration
Open-source tool Rufler reduces launching autonomous agents in Claude Code to a single config, automatically assembles roles, tasks, and MCP servers, and simplifies token usage and status monitoring.
Claude Code helped build a graph analysis app in under an hour — developer case study
A developer with low expectations built a working graph analysis app in about an hour, but then spent another three weeks on testing, documentation, and streamlining the process.
IBS explains how neural networks are changing software design and why they won't replace architects
IBS breaks down how large language models and generative tools help design systems, compare trade-offs, and accelerate architect workflows, but don't relieve architects of responsibility.
Playwright and MCP: How an AI Agent Tests UI and Database Without Manual SQL Assertions
A Playwright agent combined with MCP can not only run checkout through the browser but also immediately verify database changes without manual SQL assertions and extra test code.
Why OpenAI, Google, and Anthropic models become more convincing but make mistakes more often
Major AI labs try to fix model errors with additional computations, but the more convincing the answers become, the harder it is to spot deep hallucinations.
Habr AI: Why Language Models Need Guardrails and How to Defend Against Prompt Hacking
Habr AI examines why LLMs now require a separate protective layer: from toxic content and data leaks to prompt injection, jailbreak attacks, and agent control.
Selectel Engineer Showed LLM Agent for Automatic Free Domain Selection
A Selectel engineer built a Python service that asks an LLM to generate domain names and immediately checks them via WHOIS, keeping only available variants.
Anthropic Explained How and When to Properly Start a New Session in Claude Code
Anthropic released the /usage command and explained how to manage sessions in Claude Code so that a million context tokens don't become noise and degrade answer quality.
Niantic Shows How Pokémon Go Turns Player Actions Into AI Datasets
Niantic, Google and other companies increasingly turn ordinary user actions — from games and trips to CAPTCHAs — into data for AI training, navigation and robotics.
Positive Technologies Listed Best Benchmarks for Evaluating LLM in Cybersecurity
Positive Technologies divided cybersecurity benchmarks for LLM into knowledge tests and practical assessments, showing that models already surpass humans in theory but significantly lag in real-world tasks.
AI Deflation in IT: Klarna and IBM Cases Show Why Vacancies Are Up But Salary Growth Is Weak
A new paradox is emerging in software development: engineering vacancies have increased by 11%, yet IT salary growth has slowed to 1.6%, and some senior engineers' incomes have already turned negative.
MTS showed how OpenClaw was connected to a robot and brought an AI agent into the physical world
The MWS team demonstrated that OpenClaw can be connected to a physical robot through a simple software layer and cloud LLM without building a complex VLA system from scratch.
Claude Sonnet Helps C-Suite Build AI Director for Critical Decisions in 8 Hours
At the closed Snow BASE hackathon, a team of CEO, CTO, and CIO assembled CAITO in eight hours — an AI director powered by Claude Sonnet that changes position only when new facts emerge.
Why ServiceNow, Atlassian and BMC are reshaping the ITSM market and the platform debate in 2026
The ITSM market with AI is shifting from chatbots to managed infrastructure, where security, scalability, and agent control determine the choice between point solution and platform.
ServiceNow and Atlassian Lead ITSM Market Toward AI Platforms Instead of Out-of-the-Box Solutions
AI in ITSM is rapidly shifting from chatbots to managed infrastructure: the market compares platform and out-of-the-box approaches, with audit, security, and flexibility becoming key factors.
Wildberries & Russ described what level of data maturity is needed for accurate AI agents
Wildberries & Russ described a three-level data maturity model where the quality of metadata and semantic layer directly determines the accuracy of LLM, text-to-SQL, and AI agents.
Midjourney in 2026: why strong visual style doesn't make it universal
Analysis of Midjourney shows that in 2026, its main strength is not universality, but recognizable style and deep control that manifests only through deliberate prompt work.