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### Planner Q&A - [2026-03-27 13:40 MSK] Q1 (to=Architect, blocker): `0140` now fixes two distinct first-wave inputs — `Title / topic` and conditional `Lesson from the AUC section` — but … only one free-text carrier … - [2026-03-27 13:45 MSK] (Architect, id=Q1, status=closed) CLOSED: … `Title / topic`maps to `Booking.air_title`; conditional `Lesson from the AUC section` maps to `Booking.air_auc_lesson_label` … ### Coder Q&A - [2026-03-27 14:07 MSK] NO QUES

An agent completes a task in 30 steps: it calls the model, searches, writes to the database, and calls the model again. Suppose each step fails once in a hundred: the network flickered, the API returned “overloaded.” Then the task will run to completion in 74% of cases. One in four will fail. With a 3% failure rate per step, only 40% will run to completion.For this calculation, step failures are assumed to be independent and transient.In the demo, the agen

You run a Python web server that displays the main interface, and then connect as many devices as you like as listeners using a QR code or link. In my case, they were two iPads, a phone, a MacBook Pro, and a Surface Ultra.The devices then play sounds to one another to determine where each one is located.It did not work very well, so I added a “coarse mode”: you can drag the device icons on the map to roughly where they are, and the system then refines thei

The turning torque is formed by the difference in control inputs to the left and right motors:Here, where 127@@the efficiency of physical actuators. (What’s so hard about that?)And here is the most important point: the neural network no longer does a damn bit of static classification.Now its output changes the position of the body. The change in position affects the receptor readings. New signals enter the network again.A closed loop is formed:Receptors →

I have been working in analytics, SEO, and team management in digital marketing for more than 10 years. And on my Telegram channel and on the website I write even more about all kinds of real-world marketing. I provide consulting on web project analytics and marketing tool setup, and help run technical interviews with specialists across different traffic types.Chizhik ChatGPT CodexA homegrown version of artificial intelligence. It lives in a terminal and f

Ollama server setupInstalling Ollama serverbrew install ollamaUbuntu#curl -fsSL https://ollama.com/install.sh | shStart the server. If the server needs to be accessible not only on the local machine, but also on an emulator or from any phone on the network, add: OLLAMA_HOST=0.0.0.0. The server can then be accessed via IPOLLAMA_HOST=0.0.0.0:11434 ollama serveDownload models. For example, gemma4:12bollama pull gemma4:12bCheck that the server is running and t

It is better to set the aspect ratio in imageConfig.aspectRatio rather than only as a string in the prompt: the string remains a hint, whereas the parameter is enforced.For a scene with a single character, I submit two files: a reference and a view closest to the intended frame. I explicitly label their roles in the text: “reference 1 - a guide for the face, reference 2 - only for the body’s orientation; do not copy the clothing or background from it.” Thi

Making such changes alone takes a tremendous amount of time. In this situation, AI tools proved useful by helping me refactor the code and modernize the project in a much shorter time.This article describes how the project changed, how ChatGPT and Cursor were used, and what problems had to be addressed.Description of the demonstrations and physics theoryThe current version of the projectThe updated project can be viewed here. A website with the demonstrati

Speed comparison between attention variants. Credit: arXiv (2025). DOI: 10.48550/arxiv.2505.16381 Most languages use word position and sentence structure to extract meaning. For example, "The cat sat on the box," is not the same as "The box was on the cat." Over a long text, like a financial document or a novel, the syntax of these words likely evolves. Similarly, a person might be tracking variables in a piece of code or following instructions that have c

Credit: ThisIsEngineering from Pexels A University of Cambridge philosopher argues that our evidence for what constitutes consciousness is far too limited to tell if or when artificial intelligence has made the leap—and a valid test for doing so will remain out of reach for the foreseeable future. As artificial consciousness shifts from the realm of sci-fi to become a pressing ethical issue, Dr. Tom McClelland says the only "justifiable stance" is agnostic

An EnCompass program specifies an agent workflow, which is compiled into a search space object, and inference-time scaling is accomplished through search over the nondeterministic execution paths of the agent workflow. Credit: arXiv (2025). DOI: 10.48550/arxiv.2512.03571 Whether you're a scientist brainstorming research ideas or a CEO hoping to automate a task in human resources or finance, you'll find that artificial intelligence (AI) tools are becoming t

Credit: Unsplash/CC0 Public Domain Robots are becoming part of our everyday lives, from health care to home assistance. But for humans to truly trust and collaborate with them, robots need more than technical skill—they need to understand us. That's the challenge at the heart of new work being undertaken by Dr. Mehdi Hellou as part of PRIMI, a project exploring how robots can develop a "theory of mind"—the ability to infer what people believe, prefer or in

Credit: Pixabay/CC0 Public Domain A Stanford software engineering degree used to be a golden ticket. Artificial intelligence has devalued it to bronze, recent graduates say. The elite students are shocked by the lack of job offers as they finish studies at what is often ranked as the top university in America. When they were freshmen, ChatGPT hadn't yet been released upon the world. Today, AI can code better than most humans. Top tech companies just don't

Design and microstructural characteristics of the flexible single-channel strain/strain rate-temperature multimodal sensor. Credit: Nature Communications (2025). DOI: 10.1038/s41467-025-65815-8 Researchers from the Institute of Metal Research (IMR) of the Chinese Academy of Sciences have developed an innovative flexible sensor that can simultaneously detect strain, strain rate, and temperature using a single active material layer, representing a significan

An overview of the multi-granular crew activity recognition framework. Credit: Automation in Construction (2025). DOI: 10.1016/j.autcon.2025.106428 Researchers at National Taiwan University have developed an AI system that recognizes construction activities at both the individual and crew levels using ordinary site videos. The approach reveals how teamwork shapes productivity and provides a foundation for future human–robot collaboration on construction si

Credit: Pixabay/CC0 Public Domain In artificial intelligence, 2025 marked a decisive shift. Systems once confined to research labs and prototypes began to appear as everyday tools. At the center of this transition was the rise of AI agents—AI systems that can use other software tools and act on their own. While researchers have studied AI for more than 60 years, and the term "agent" has long been part of the field's vocabulary, 2025 was the year the concep

Only a few companies are able to produce 2-nanometer chips, including Taiwan's TSMC, which dominates the industry. Taiwan's world-leading microchip manufacturer TSMC says it has started mass producing next-generation "2-nanometer" chips. AFP looks at what that means, and why it's important: What can they do? The computing power of chips has increased dramatically over the decades as makers cram them with more microscopic electronic components. That has bro

SoftBank had announced in April its planned investment of up to $40 billion in Open AI. Japanese tech investor SoftBank said Wednesday that its stake in OpenAI is now around 11% after completing the second stage of a $41-billion investment in the maker of ChatGPT. Having made colossal profits as well as losses on previous investments, flamboyant founder Masayoshi Son has pivoted SoftBank toward artificial intelligence (AI). SoftBank had announced in April

An atomic force microscope tip writes data in stable ferroelectric structures, enabling reliable multistate storage at extremely small scales in this illustration. Credit: Morgan Manning/ORNL, U.S. Dept. of Energy Researchers at Oak Ridge National Laboratory have used specialized tools to study materials at the atomic scale and analyze defects at the surface of ferroelectric materials. Results of their research help to better understand these materials use