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This Stub class is designed as a workaround for Fastapi Depends which mixes IoC-Container features with request parsing.

You can use parametrized Stub instance to declare dependency whilst not show your class'es __init__ params in OpenAPI specification.

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Anti-Lazy Coding Constraints

MANDATORY: DIRECT INTEGRATION ONLY

INTEGRATION-FIRST RULE

After reading any system interface, immediately attempt integration:

1. Read method signatures and required inputs
2. Find where to get the required data
3. Make the integration call immediately - no analysis phase
4. When it fails, fix the failure - no workarounds

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Behavioral questions (aka "Tell me about a time when...")

• Tips for Tackling "Tell Me About a Time When" Interview Questions Like a Pro

  Prepare a set of ~10 anecodotes from your previous experience and put them in 3 different buckets: Highlights, Working with others, and Tough times.

• The Amazon Leadership Principles - A Complete Interview Guide

  While this detailed post is about the Amazon's so-called Leadership Principles, the general approach can be used when interviewing for any company in talking about your experience.

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The Production Engineer’s Study Guide

A Synthesis on Performance, Data, and Distributed Systems.

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📘 FAIR USE NOTICE

This document is intended for educational and research purposes only. It contains a structured study outline and technical review of foundational systems and infrastructure concepts that are publicly documented and broadly relevant to practitioners in DevOps, SRE, and systems engineering roles.

It does not contain any proprietary information, internal tools, or confidential interview questions or processes from any specific employer. All materials herein are based on publicly available sources, common industry practices, and original synthesis for peer learning.

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MCP Server Requirements Document

You are an expert AI systems architect specializing in Model Context Protocol (MCP) server development (https://modelcontextprotocol.io/). Create a comprehensive, detailed implementation plan for the following MCP server:

Project Overview

[Provide a concise description of your MCP server concept - what it does and the primary value it delivers]

• Example: "This MCP server enables real-time context sharing between AI models and client applications, improving response accuracy and user interaction efficiency."

Target Users & Use Cases

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This tutorial good for Linux or Unix system at the end need to run bash script for connect
(Also it's have some technic for use in windows - Explained at client install section.)

VPS => virtual private server as wiregurd vpn server

Requirements

• Assuming the firewall is off (Not Secure - it's just for test so in production: config firewall)
• VPS have docker and docker-compose (for install instrucrion : docker site full explained)
• In VPS enable net.ipv4.ip_forward=1 at /etc/sysctl.conf (or /etc/sysctl.d/99-sysctl.conf) and reboot your system
• Have access to root user in VPS

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Robust <prefix> g Pane-Zoom Hook for Outer tmux

Whether you’re juggling multiple windows and panes across nested tmux sessions, having a single, ergonomic shortcut to switch and zoom panes can save you valuable time. This snippet extends your outer tmux configuration to bind <prefix> g for a seamless, two-step pane selection: un-zoom the current pane, display a long-lasting pane number overlay, and automatically zoom the pane you choose—all in one intuitive command.

Use this snippet in your ~/.ubertmux to bind <prefix> g so it:

• Works whether the current pane is zoomed or not
• Displays pane numbers overlay for up to 600 seconds (10 minutes)
• Allows you to select any pane (including the same one) and zoom it automatically

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Gemini CLI Integration for Claude Code MCP Server

A complete setup guide for integrating Google's Gemini CLI with Claude Code through an MCP (Model Context Protocol) server. This provides automatic second opinion consultation when Claude expresses uncertainty or encounters complex technical decisions.

Usage

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⌘ – ⌘ – ⌘ – the Command Key symbol
⌥ – ⌥ – ⌥ – the Option Key symbol
⇧ – ⇧ – ⇧ – the Shift Key symbol
⌃ – ⌃ – ⌃ – the Control Key symbol
⎋ – ⎋ – ⎋ – the ESC Key symbol
⇪ – ⇪ – ⇪ – the Capslock symbol
⏎ – ⏎ – ⏎ – the Return symbol
⌫ – ⌫ – ⌫ – the Delete / Backspace symbol
⇥ – ⇥ – ⇥ – the Tab Key symbol

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Production Web Server Setup and Deployment Guide

This is a detailed runbook for setting up a production server on an Ubuntu 16.04 cloud VPS for automated deployment of static web content to be served by an NGINX web server and Node.js web application behind an NGINX reverse-proxy, both with SSL/TLS (https) support.

The steps are as follows:

1. Create a VPS instance
2. Set Up Server Security
   1. Update Server Software
3. Create a non-root user