Habr AI
AI news source. Articles are auto-selected and adapted by Hamidun News editors.
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NotebookLM vs. the hype around agents: where companies actually benefit from AI
The author explains why the buzz around AI agents still rarely delivers a tangible impact for businesses, while tools like NotebookLM for knowledge management are already bringing real value to companies.

Marusya and Salyut read out unwanted phrases through choices, names, and reminders
Analysis showed that Marusya and Salyut can read out unwanted phrases through built-in functions — choosing between options, memory about friends, and ordinary reminders.

Renga and AI agents: how a domestic BIM platform's API was compared with Revit
A detailed breakdown of the Renga API has been released: the piece explains the platform's overall logic, compares its approach to automation with Revit, and shows an AI agent being connected to a BIM environment.

Beeline Cloud compiled unusual AI benchmarks: from escape rooms to playing "human"
Beeline Cloud compiled the most unusual tests for neural networks: from escaping an escape room and phishing defense to design tournaments and a game where models pose as humans.

dBrain.cloud integrated LocalAI and Kubeflow into a container platform for enterprise AI
dBrain.cloud showed how it combined LocalAI and Kubeflow in a single container platform and, to support KServe Standard mode, migrated the network layer from Ingress to Gateway API.

hh.ru explained how to design production prompts for AI services without surprises
hh.ru revealed how its team builds prompts for an AI assistant in production: it writes instructions in English, tightly constrains the model, and tests it on large datasets.

Habr: AI is already moving beyond IT and shaping a distinct professional field
Habr published a column arguing that AI should no longer be seen as just another IT service, but as an independent field with new professions, roles, and its own logic for evaluating work.

OpenClaw is being turned into a personal operating environment for work and business
On Habr, a case study showed how OpenClaw was turned from a model orchestrator into a personal workspace with memory, agents, automations, and strict security rules.

Jensen Huang showed how Nvidia is redefining agentic AI infrastructure
At GTC 2026, Nvidia showed that agentic AI requires not just more GPUs, but a new combination of CPUs, orchestration, agent control, and high-quality enterprise data.

BotHub on Habr presented six prompt patterns for refactoring, tests, and databases
BotHub's blog on Habr published a detailed breakdown of six prompt patterns for developers: from FastAPI refactoring and React tests to Go code auditing and SQL optimization.

Yandex Cloud showed how CatBoost finds hogweed in satellite images
Together with SHAD students and volunteers, Yandex Cloud automated the search for hogweed in satellite images, showing how CatBoost can replace costly manual labeling.

Yandex Practicum: vibe coding puts small businesses and enterprise on equal footing in automation
Yandex Practicum says vibe coding is upending the old economics of automation: tasks that used to require a team and months of development are becoming accessible to small businesses within days or weeks.

Hyundai brings Atlas to the assembly line: why it managed to turn a robot into a factory tool
Hyundai became the first owner of Boston Dynamics to find an industrial role for Atlas: an electric version, an in-house supply chain and automotive economics put the robot on the path to the assembly line.

Teamly showed how AI turns a corporate knowledge base into ready-to-use training courses
Teamly described how a corporate AI assistant based on an internal knowledge base compiles courses, tests, and onboarding programs, reducing the workload on experts and HR.

Tesla prepares a serial rollout of Optimus Gen 3 and shows almost human-like robot hands
Tesla unveiled the new hand mechanics of its Optimus humanoid robot, opened dozens of job listings, and began preparing Gen 3 for serial production for factories and its first B2B clients.

UCL and Stanford researcher explains why AI benchmarks no longer work
Angela Aristidou of UCL and Stanford proposes replacing synthetic AI tests with the HAIC approach, which evaluates AI by its impact on teams, processes, and people’s ability to catch errors.

Auchan Tech showed how AI saves up to 70% of a systems analyst’s time on routine tasks
Auchan Tech used real examples to show how GPT, Claude, and Qwen help a systems analyst gather requirements, build diagrams, and draft technical specifications, saving up to 70% of time on routine tasks.

ChatGPT and Anthropic amplified the "AI veganism" trend: why fatigue with neural networks is growing
Against the backdrop of ChatGPT's growing user base and the adoption of Claude, more and more users are thinking about "AI veganism": neural networks help at work, but also heighten anxiety, distrust, and fatigue.

Kling, Veo and Sora: 10 leading AI models for video generation in 2026
The AI video market is seeing another shift in leaders: a new review compares 10 models — from Veo 3.1 and Kling 3.0 to Sora 2 and open-source solutions — by quality, use cases, and cost per second.

Huntley's take on Ralph loop: why Anthropic and Vercel approaches shouldn't be conflated
The term Ralph loop is already being used to lump together at least five agent architectures, and the analysis shows where the line between execution loop and evolution loop lies.

Habr AI explained why the em dash became a marker of AI-generated text
Habr AI published an analysis of how the em dash went from a sign of good editing to a suspicious trace of AI, and why authors now deliberately simplify typography.

PSB outlined its approach to RAG in fintech: architecture, metrics, and the testing cycle
PSB showed how RAG systems are evaluated in fintech: from chunking and vector search to Hit Rate and MRR metrics, manual verification, and a continuous testing cycle.

How a product manager without a technical background built two pilots in a week with Claude and Kiro
A product manager without hands-on development experience showed the stack used to launch a personal site and an agile service in a week: Claude handled discovery, Kiro built the product, and mcp covered the database, co

Wiren Board connected machine vision, WMS, and the conveyor system in a 41-destination sorting line
Wiren Board helped unify machine vision, WMS, and conveyor control in a 41-destination sorting line with throughput of up to 5,000 boxes per hour.

Manus and AI agents are changing development: MVP code now appears in 20 minutes
A Habr AI author tested how the Manus agent builds an MVP from an idea description and concluded: a draft product can now be made in minutes, but architecture and responsibility remain with humans.

How AI helped identify latent vertical phoria after a year of fruitless doctor visits
A personal case showed how AI led a person to a diagnosis of latent vertical phoria in 20 minutes after a year of fruitless visits to ophthalmologists and helped them get the right tests.

Habr AI showed that reinforcement learning still trails classical optimization in logistics
Habr AI tested whether RL can replace classical solvers in refueling-stop planning: the agent learned to make decisions, but across 86 routes it still lost to mathematical optimization on cost.

Habr AI compiled the best text rewriting services — from BotHub to QuillBot and Alice AI
Habr AI published a review of rewriting services: the roundup includes BotHub, Writesonic, ReTextAI, QuillBot, and other tools with varying quality for Russian-language text, pricing, and trial limits.

How Norges Bank Investment Management integrated AI into 171 processes across the fund
Over two years, NBIM, the world's largest sovereign wealth fund, deployed AI in 171 processes, required employees to train, and reorganized teams to cut costs and speed up work.

KOMPAS-3D gets an AI agent that builds parts, drawings, and exports DXF on its own
MCP for KOMPAS-3D has grown from a demo into a working AI agent: it now builds 3D parts, manages the feature tree, prepares drawings, and exports DXF with a single request.