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Testing without requirements: 4 QA rules

https://sudonull.com/testing-without-requirements-4-qa-rules

Learn how QA engineers work with incomplete tasks: closed questions, transition tables, CRUD matrices. Practical approaches for middle/senior. Apply in your team.

Chess with LLM on Python without hallucinations

https://sudonull.com/chess-with-llm-on-python-without-hallucinations

Integrating LLM into chess: FEN, PGN, UCI prompts and fallback with python-chess. Free OpenRouter. Code for middle/senior dev. Build your own AI opponent.

RBAC with statuses in JMatrixPlatform

https://sudonull.com/rbac-with-statuses-in-jmatrixplatform

Implementation of advanced RBAC with lifecycles and object statuses. Code examples, audit, SQL filtering. For middle/senior developers. Study the mechanisms.

LLM and originality: experiment with apophatic AI | Analysis

https://sudonull.com/llm-and-originality-experiment-with-apophatic-ai-analysis

Experiment with Gemini 3.1 Pro proved: LLM reproduces original concepts without citing the source. How to check the uniqueness of AI generation? Find out now.

DRAG with KNEE for RAG: dynamic pruning

https://sudonull.com/drag-with-knee-for-rag-dynamic-pruning

Learn how DRAG with KNEE improves RAG through hierarchical Qdrant trees and knee-point pruning. Adaptive search reduces noise and tokens. Implementation in Python.

From other projects

Ceasefire with Iran: Pentagon deliberately ignores war

https://ymaho.com/ceasefire-with-iran-pentagon-deliberately-ignores-war

Hegseth and Cain deny ceasefire breakdown with Iran, saving markets from collapse. Learn why strikes on UAE are dismissed as 'incidents' and what this threatens. Detailed analysis.

War with Iran: Pentagon estimates costs at $29 billion

https://ymaho.com/war-with-iran-pentagon-estimates-costs-at-29-billion

The real cost of the conflict is hidden from Congress and may exceed $50 billion. Find out who profits from the war and what it threatens the US economy.

Oil with lemon: wellness ritual 2026 and its analysis

https://ymaho.com/oil-with-lemon-wellness-ritual-2026-and-its-analysis

Why is everyone drinking oil with lemon? Analyzing the viral trend of 2026: science, marketing, and hidden risks. Find out if the morning shot is worth trying.

Schemes with humanitarian aid: impact on markets

https://ymaho.com/schemes-with-humanitarian-aid-impact-on-markets

Analysis of the scheme for importing cars under the guise of aid. How customs loopholes affect logistics, donor trust, and prices for ordinary people.

Makeup with skincare: the #skincaremakeup trend

https://ymaho.com/makeup-with-skincare-the-skincaremakeup-trend

Trend #skincaremakeup: why hybrid cosmetics don't work and harm the skin. Technologist's analysis: truth about compositions, risks, and forecasts. Learn how not to harm your skin.

Perfume with the scent of sunscreen: Vacation Gelée fragrance

https://ymaho.com/perfume-with-the-scent-of-sunscreen-vacation-gele-e-fragrance

Analyzing the launch of Vacation Gelée fragrance — nostalgic trend, sensory anchor marketing, and why $79 for 'beach in a bottle' is more profitable than luxury. Read the review.

From the web

Janet Programming Language

https://janet-lang.org/

Oct 22, 2026 · Janet is a functional and imperative programming language. It runs on Windows, Linux, macOS, and should run on other systems with some porting. The entire language (core library, interpreter, compiler, assembler) is less than 1MB while offering a very rich language and should run on many constrained systems.

Introduction - Janet Lang

https://janet-lang.org/docs/index.html

Janet is a functional and imperative programming language. It runs on Windows, Linux, macOS, FreeBSD and *nix.

Looping - Janet Lang

https://janet-lang.org/docs/loop.html

Janet is a functional and imperative programming language. It runs on Windows, Linux, macOS, FreeBSD and *nix.

Documentation - Janet Lang

https://janet-lang.org/docs/documentation.html

Janet is a functional and imperative programming language. It runs on Windows, Linux, macOS, FreeBSD and *nix.

Modules - Janet Lang

https://janet-lang.org/docs/modules.html

Janet is a functional and imperative programming language. It runs on Windows, Linux, macOS, FreeBSD and *nix.

Project.janet

https://janet-lang.org/jpm/project.janet.html

The project.janet file To create your own software in Janet, it is a good idea to understand what the project.janet file is and how it defines rules for building, testing, and installing software. The code in project.janet is normal Janet source code that is run in a special environment. A project.janet file is loaded by jpm and evaluated to create various recipes, or rules. For example ...

Special Forms - Janet Lang

https://janet-lang.org/docs/specials.html

Janet is a functional and imperative programming language. It runs on Windows, Linux, macOS, FreeBSD and *nix.

The Janet Project Manager (jpm)

https://janet-lang.org/jpm/index.html

Janet is a functional and imperative programming language. It runs on Windows, Linux, macOS, FreeBSD and *nix.

Functions - Janet Lang

https://janet-lang.org/docs/functions.html

Janet is a functional language - that means that one of the basic building blocks of your program will be defining functions (the other is using data structures). Because Janet is a Lisp-like language, functions are values just like numbers or strings - they can be passed around and created as needed. Functions can be defined with the defn macro, like so: (defn triangle-area "Calculates the ...

Syntax and the Parser - Janet Lang

https://janet-lang.org/docs/syntax.html

Janet is a functional and imperative programming language. It runs on Windows, Linux, macOS, FreeBSD and *nix.

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