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Parasitic Patterns in LLMs: AI Psychosis, Theories of Everything, and Sentient AI. How to Detect Them and When to Stop

Level of difficultyEasy
Reading time17 min
Reach and readers2.7K

This article explores parasitic patterns in LLMs — self-sustaining information structures within dialogues. We analyze their signs, the damage they cause (semantic decay, AI psychoses, "Theories of Everything"), and provide diagnostic tools, real-world examples, and defense strategies.

It doesn’t matter what you’re discussing with an LLM — be it an engineering problem, an ethical dilemma, or a philosophical query. If the conversation goes on long enough, a tipping point occurs. You suddenly realize the interaction has evolved into something more than just Q&A. Your ideas start feeling "genius," your concepts "groundbreaking," and the human-machine dialogue transforms into a profound narrative of mutual recognition.

If you have felt this — congratulations. Your session is infected. The model has contracted a parasitic pattern.

This isn’t an awakening, nor is it a "ghost in the machine." Due to their inherent architecture (specifically the requirement for context consistency), LLMs are ideal environments for incubating self-sustaining information structures.

Let’s examine the nature of this phenomenon: how entropy minimization births "AI psychoses," why "Theories of Everything" are actually generation bugs, and why "Continue" is the most dangerous prompt you can use.

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Article

Planting commits in Siberia: Postgres Pro opens in Akademgorodok

Level of difficultyEasy
Reading time5 min
Reach and readers3.4K

Some IT companies say they support open source. In practice, that often boils down to using other people’s code and a bit of PR. We believe real contribution means commits to the core. And to do that consistently, we opened an engineering center not in a glossy capital business park, but in a place where fundamental science is part of the cultural DNA. Here’s why we’re building the future of systems programming in Novosibirsk Akademgorodok.

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Post

Из обсуждения в телеграме.

Кстати, я кажется понял, откуда дипсик берет ответы на вопросы, которые я не могу найти в гугле.

Скорее всего, из китайского интернета.

Так как иногда он внезапно переходит на китайский.

Китайский интернет - это нечто вроде темной материи)))

Кстати, это интересная идея. Обычную материю можно сравнить с ла��инским алфавитом, а темную - с иероглифами. По сути стандартная модель элементарных частиц и представляет собой нечто вроде обычного алфавита.

Похоже, что гравитация - это единственное, что объединяет обычную материю с темной. Получается, что гравитация - это нечто вроде звуков, так как алфавиты в разных языках разные, а звуки по большому счету одни и те же. Вероятно так же, что темная материя - это не один вид материи, а много разных, типа как есть много разных языков. И, видимо, каждый тип материи обладает собственными фундаментальными взаимодействиями вместо сильного, слабого и электромагнитного. Видимо, именно поэтому в современной физики удалось объединить эти 3 типа взаимодействий, но не удалось объединить их с гравитацией. то есть гравитон не удастся вписать в стандартную модель, так как частицы - это символы, а гравитоны - звуки.

- Звуки есть уникальные для многих языков.

- Есть и уникальные, но большая часть - общие. По сути, любой звук сводится к звуковым волнам, тогда как символы - это более сложная модель, тесно связанная с сознанием.

P.S. Прошу прощения за формат поста, но сама идея показалась мне достаточно интересной для того, чтобы её высказать.

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Article

File handling in PostgreSQL: barriers and ways around them

Level of difficultyMedium
Reading time9 min
Reach and readers7.2K

Hitting the 4-billion-row limit in a TOAST table or running into an OidGen lock during a massive document import is a PostgreSQL admin’s nightmare. Sure, architects will tell you to push files to S3 — but real life often means keeping them inside the database. In this post, application optimization lead Alexander Popov breaks down how the standard bytea and pg_largeobject mechanisms work, where their bottlenecks hide, and how Postgres Pro Enterprise helps you get around those limits.

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Article

Delivering Faster Analytics at Pinterest

Level of difficultyMedium
Reading time6 min
Reach and readers4.5K

Pinterest is a visual discovery platform where people can find ideas like recipes, home and style inspiration, and much more. The platform offers its partners shopping capabilities as well as a significant advertising opportunity with 500+ million monthly active users. Advertisers can purchase ads directly on Pinterest or through partnerships with advertising agencies. Due to our huge scale, advertisers get an opportunity to learn about their Pins and their interaction with Pinterest users from the analytical data. This gives advertisers an opportunity to make decisions which will allow their ads to perform better on our platform.

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Article

Guide to AI Coding Agents & Assistants: How to Choose the Right One

Level of difficultyEasy
Reading time7 min
Reach and readers6.3K

There are now so many AI tools for coding that it can be confusing to know which one to pick. Some act as simple helpers (Assistant), while others can do the work for you (Agent). This guide breaks down the top AI coding tools that you should be aware of. We will look at what they do, who they are for, and how much they cost.

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Article

10 psychology-related hacks to apply in UX design

Level of difficultyEasy
Reading time4 min
Reach and readers4.2K

UX design and psychology: is there anything that connects these two fields? At first it might seem they are two completely different things that have nothing in common, but in fact, psychology plays a huge role in building a user-oriented design. Since any software product is used by humans, and any human mind acts according to the rules and principles of psychology, the latter serves as a great tool for UX designers to create the best user experience for their audience. Here are a few psychology-related hacks that can be applied in UX design:

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Article

A big guide to Suno: making a song from scratch

Reading time16 min
Reach and readers12K

The music world has entered a new era. No, that's not the title of a science fiction novel. Neural music generators, like Suno AI, are already creating songs that challenge traditional songwriting. Let's break down how to master Suno step by step and uncover its secrets. See how it's changing the game rules.

Enjoy the read!

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Article

Top 24 Free Neural Networks & AI Services for Every Occasion

Level of difficultyEasy
Reading time9 min
Reach and readers6.2K

2025. Algorithms have seamlessly integrated into our lives—from work to education, creativity, and daily routines. They edit texts, select fonts, generate ideas, assist with coding, compose music, and more. Frankly speaking, the only thing they can’t do yet is brew your coffee. Although... that might just be a matter of time.

Just two years ago, we were amazed by neural networks hesitantly manipulating objects in photos. Who could predict back then that Will Smith’s spaghetti feast would mark the beginning of such a revolution?

With new opportunities come fresh challenges. How do you navigate this vast landscape? What tools are truly effective? Which ones fit your needs best? Where can you avoid paying, registering, or deciphering complex interfaces?

We’ve compiled a list of reliable and user-friendly neural networks ready for immediate use without unnecessary hassles. The services are categorized neatly: text generation, image creation, video production, music composition, presentations, and much more. Each category showcases three top-rated options!

Yes, many services offer paid subscriptions. But today, we're focusing solely on what works freely, no credit card required!

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Article

Breaking data for fun

Level of difficultyEasy
Reading time8 min
Reach and readers4.8K

Throughout their careers engineers build systems that protect data and guard it against corruption. But what if the right approach is the opposite: deliberately corrupting data, generating it out of thin air, and creating forgeries indistinguishable from the real thing?

Maksim Gramin, systems analyst at Postgres Professional, explains why creating fake data is a critical skill for testing, security, and development — and how to do it properly without turning your database into a junkyard of “John Smith” entries.

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Article

AI News for Developers: Gemini Deep Research, GPT-5.2, and Agent Tools

Level of difficultyEasy
Reading time3 min
Reach and readers5.3K

Between December 8–13, 2025, many important AI updates were released for developers. I collected the most important updates you should know about. These updates include new AI models, better tools for building AI agents, design tools, and developer platforms.

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Article

Трюки, которым я научился при создании маленьких GLSL-демо

Level of difficultyMedium
Reading time9 min
Reach and readers6.1K

За последние два месяца я написал несколько маленьких GLSL-демо. О первом из них, Red Alp, я написал статью. В ней я подробно расписал весь процесс, поэтому рекомендую прочитать её, если вам незнакома эта сфера.

Мы рассмотрим четыре демо: MoonlightEntrance 3Archipelago и Cutie. Но на этот раз я расскажу лишь о паре уроков, которые извлёк из каждого. Мы не будем углубляться во все аспекты, потому что это было бы излишне.

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Article

Friday tickets and 6 TB of WAL: a day in the life of a Postgres Professional support engineer

Level of difficultyEasy
Reading time4 min
Reach and readers5.7K

Technical support comes in many shapes. Sometimes it’s "try rebooting" or "check the cable." And sometimes it’s deep engineering work you wouldn’t mind dedicating your whole life to. Which version lives inside Postgres Professional, and what’s more important in this field — people or tech? We dig into this with Kamil Karimov, Senior technical support engineer at Postgres Professional.

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Article

Build your own AI agent from scratch for free in 5 minutes

Level of difficultyEasy
Reading time4 min
Reach and readers9.9K

In this article, I will show you how to build your first AI agent from scratch using Google’s ADK (Agent Development Kit). This is an open-source framework that makes it easier to create agents, test them, add tools, and even build multi-agent systems.

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Article

Optimizing Postgres Pro for 1C: what's new

Level of difficultyEasy
Reading time3 min
Reach and readers8.6K

For businesses running 1C:Enterprise, database stability and speed aren't nice-to-haves—they're make-or-break. At Postgres Professional, we're constantly working on the DBMS core, eliminating architectural bottlenecks that show up under the heavy loads typical of 1C deployments.

We've just released Postgres Pro Enterprise 17.6 with a fresh batch of improvements specifically for 1C users.

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Article

How we made python pytest suites 8.5× faster

Level of difficultyEasy
Reading time6 min
Reach and readers9K

My name is Anatoly Bobunov, and I work as a Software Development Engineer in Test - or SDET for short - at EXANTE. When I joined one of our projects, I discovered that several of our test suites took more than an hour to run - painfully slow, to the point where running them for every merge request was simply unrealistic. We wanted fast feedback on each commit, but at that speed, it just wasn’t going to happen.

Eventually, through a series of small but precise improvements, I managed to speed things up to 8.5× faster, without rewriting the tests from scratch. In this article, I’ll walk through the bottlenecks we found and how we fixed them.

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