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LLMs fail at elementary math. Corporations spend billions, but ultimately are forced to attach calculators to computing machines of incredible power. All attempts to fix this via Chain-of-Thought, fine-tuning on arithmetic tasks, or context expansion have failed.

I conducted a series of experiments to understand why, and came to the conclusion that neural networks are simply not meant for discrete arithmetic. Their true purpose is continuous transformations.

This article describes the implementation of a novel neural network architecture that combines the precision of symbolic AI with the generalization capabilities of LLMs. As always, experiments and code are included.

Accessing Claude from Russia might seem like a daunting task due to the service's regional restrictions. In this article, I will explain in detail how to register for the web version and API of Claude, what tools are needed to bypass the restrictions, and how to use the service safely in the future. This guide is based on personal experience and includes registration methods that are current as of late 2024 and have been tested in practice.

After searching Russian-language resources, I realized that there is very little practically useful information, or it might not account for changes in the service's operation. Ordinary users have to gather information piece by piece - from various YouTube videos, forums, or superficial articles.

Therefore, I decided to create an up-to-date guide based on my personal experience and knowledge, taking into account all the pitfalls that an inexperienced Claude user might encounter.

A good way to improve product communication is to use special characters for their intended purpose.

In Russian typography, there is a rule for using quotation marks depending on the context.

This weekend was all about 'Connection Reset.' While news channels vaguely reported that 'users are complaining about outages,' we were in chats and on test servers trying to understand the physics of the process.

Сервис по генерации музыки Sferoom AI - эдакий прототип и двойник Suno. Испытав его, я остаюсь при своём - выбираю Suno.

Тут не выведение на чистую воду и не обличение, а исследование того, насколько удобно Suno вмонтирован в Sferoom

Почему я сравниваю именно эти две подписки? Потому что под капотом у Sferoom всё тот же знакомый нелицензионный движок Suno v4.5+, предоставляемый через посредство kie.ai - нелицензионного поставщика API Suno.

В феврале 2026 выбранный мной дистрибьютор песен и музыки Sferoom добавил на свой сайт возможность генерировать свои треки с помощью встроенного ИИ. То есть сейчас на одном русскоязычном Интернет-сайте можно и сделать песню, и подготовить публикацию на стриминги, и собрать статистику прослушиваний.

Мог ли я проигнорировать этот факт? Конечно, нет.

Должен ли я докопаться до самой сути? Конечно, да!

В статье разбираем функции ИИ-генератора песен и музыки Sferoom AI и считаем плюсы и минусы.