Build Your First MCP Server in Python in 10 Minutes
MCP (Model Context Protocol) crossed 97 million monthly installs in March 2026 — faster adoption than React hit in its first three years. Chrome just …
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Как использовать GitHub Actions и настроить интеграцию с PyPI для Python-проектов
Когда я создавал свой первый Python-пакет, dataclass-sqlalchemy-mixins( github или pypi ), я столкнулся с интересной задачей:как…
Real-Time Anomaly Detection Engine for a Cloud Storage Platform
I built a Python daemon that watches incoming HTTP traffic in real time, learns what "normal" looks like, and automatically blocks attackers using Lin…
Agentic Web Email Infrastructure
Your agent is three steps away from completing a registration. It filled out the form, submitted it, and got a 200 OK back. The service responds: "Che…
The Sous Chef Who Guesses in Batches
When Waiting Becomes the Problem You are sitting in a restaurant, watching the kitchen through a pass-through window. The head chef — meticulous, auth…
Как я написал антиспам-бота (TAB) для Telegram на собственной нейросети
Привет, Хабр! Решил наконец‑то рассказать о проекте, который уже полгода живёт в тени моего личного репозитория. Речь пойдёт о бот…
Python Type Hints That Actually Catch Bugs (Not Just Satisfy mypy)
Most type hint guides teach you syntax. This one is about which annotations actually prevent bugs. After two years of adding types to codebases that d…
Anti-bot without the arms race: what Camoufox does differently
Anti-bot without the arms race: what Camoufox does differently You spin up Playwright, navigate to a site, and get a CAPTCHA or a 403 before the page …
The Jupyter notebook bug that only crashes for other people
Cell 0 uses df . Cell 1 defines df . Notebook works for you because your kernel ran the cells in some other order and the variable's still in memory. …
I built 14,000 lines of code before talking to a single user. Here's what I learned.
10 weeks ago I was convinced I was building something nobody else had. The idea: a GitHub App that reads every changed Python function in a PR, infers…
Detecting & Blocking Anomalous Traffic with Cloud Anomaly Detector
A lightweight, containerized anomaly detection system that monitors traffic in real time, detects abuse patterns, and automatically blocks malicious I…
Best Python Course 2026: How to Choose (and Win)
If you’re googling best python course 2026 , you’re not alone—and the timing makes sense. Python is still the default language for automation, data wo…
Fixing a Hidden Infinite Loop in Robot Framework's TypeInfoParser: A Deep Dive
Introduction Robot Framework is one of the most widely adopted open-source test automation frameworks in the world, used by thousands of engineering t…
Persistent multi-agent conversations with the OpenAI Agents SDK and MongoDB
Version 0.14.2 added a MongoDBSession backend; here's a working multi-agent customer-support demo that uses it, and the documents it leaves behind. Th…
Why iPhone Videos Silently Fail as Telegram Video Avatars
The Silent Failure Nobody Explains I was setting up a Telegram video avatar and uploaded a recent iPhone clip. No error, no feedback, just the upload …
Building AceExam: An AI-Powered Accessible Examination Platform with MongoDB
By Tanvi , Ranadeep , Nachiketh , Jeathraditya Developed under the guidance of Professor Chanda Raj Kumar , and we are thankful for his valuable suppo…
Гринд ликвидности с помощью ИИ
🔪 Гринд ликвидности с помощью ИИ Телеграм полон каналов, публикующих торговые рекомендации с указанием цены входа в покупку или продажу биткоина. Преж…
Пишем быстрые UI-автотесты без флаков, стендов и боли: изоляционный подход в CI/CD
Большинство UI-тестов флакают, медленно работают и в итоге отключаются в CI. Показываю альтернативу — изоляционные UI-тесты без стендов, таймингов и б…
Неизменяемая архитектура. Практическая проверка кодом. Аутентификация
Это часть 2. Первую часть смотреть по ссылке . Данная статья является второй из цикла по описанию особенностей построения приложений с использованием …
4 Practical Boto3 Scripts for S3 Every DevOps Engineer Should Know
Working with AWS S3 through the console is fine until you need automation, repeatability, and control. That’s where Boto3 comes in. In this post, we’l…
When Information Hits a Wall: Barriers in Cellular Automata
TL;DR: Add one frozen cell to a cellular automaton and watch the entire pattern reshape itself. This post explores what happens when you introduce a s…
Fine-tuning Chatterbox on a Low-Resource Language: 7 Things That Mattered
Fine-tuning Chatterbox on a Low-Resource Language: 7 Things That Mattered Resemble AI's Chatterbox Multilingual TTS is one of the few SOTA open-source…
repoDoc
=== This is a submission for the OpenClaw Challenge . What I Built repoDoc — an autonomous bug-fixing agent for GitHub repos with continuous, branch-a…
Your First Plot: Matplotlib Without the Pain
Numbers in a table tell you something. A chart tells you the same thing in a second. You can stare at 1000 rows of salary data and struggle to see the…
How we used MongoDB as the persistence layer in TradeEval — a real-time stock behavior analysis platform
TradeEval is a simulation-based stock analyzer that combines historical price data, live news sentiment, and ML-driven risk classification to show how…
TrustShield AI: Multi-Layer Phishing Detection Framework Using Machine Learning
description: "Learn how TrustShield AI combines machine learning, URL intelligence, and real-time threat monitoring to detect sophisticated phishing a…
Building ASSISTLY: Integrating MongoDB into an AI Community Care Platform
How We Built Assistly — A Role-Based Community Service Platform By Nagalla Thanvi , Nikhil Kumar Panigrahi , Bakshi Suhas , Sai Manohari Godavarty Dev…
Postgres Database, Data Types in Postgres , and The Write Penalty (2026)
BACKEND ARCHITECTURE MASTERY Day 8: Databases Part 1 - Postgres, orjson, and The Physics of Writes 15 min read Series: Logic & Legacy Day 8 / 30 L…
We Gave Our AI Agent a Memory. Here Is What Broke.
Building an LLM agent pipeline feels straightforward until step four of twelve calls a model that times out, the worker dies, and you realize you just…
Stop flying blind on flaky tests — pytest-cloudreport gives you HTML reports and cross-run history
If you've ever stared at a CI failure that passes locally, or watched the same test flap for the third time this week with no idea how often it's actu…