<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>DevOps Logistics on K-Life Hack | Seoul Gastronomy &amp; Travel Guide</title><link>https://klifehack.com/en/categories/devops-logistics/</link><description>Recent content in DevOps Logistics on K-Life Hack | Seoul Gastronomy &amp; Travel Guide</description><generator>Hugo -- gohugo.io</generator><language>en</language><lastBuildDate>Sun, 31 May 2026 23:10:20 +0900</lastBuildDate><atom:link href="https://klifehack.com/en/categories/devops-logistics/index.xml" rel="self" type="application/rss+xml"/><item><title>Agent Configuration in GitHub Copilot CLI and Introduction of everything-copilot-cli</title><link>https://klifehack.com/en/p/github-copilot-cli-agent-implementation/</link><pubDate>Sun, 31 May 2026 23:10:20 +0900</pubDate><guid>https://klifehack.com/en/p/github-copilot-cli-agent-implementation/</guid><description>&lt;h1 id="building-multi-ai-orchestration-with-github-copilot-cli-and-everything-copilot-cli"&gt;Building Multi-AI Orchestration with GitHub Copilot CLI and everything-copilot-cli
&lt;/h1&gt;&lt;p&gt;GitHub Copilot CLI provides an agent-oriented workflow that enables autonomous task execution beyond IDE code completion. This article describes the procedures for building professional-grade multi-AI orchestration using everything-copilot-cli, an open-source configuration system.&lt;/p&gt;
&lt;h2 id="1-environment-setup"&gt;1. Environment Setup
&lt;/h2&gt;&lt;p&gt;Before implementing an advanced agent system, the following environment must be established. Runtime environment consistency directly impacts agent stability.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;b&gt;Runtime&lt;/b&gt;: Node.js 18 or higher&lt;/li&gt;
&lt;li&gt;&lt;b&gt;Subscription&lt;/b&gt;: GitHub Copilot (Individual, Business, or Enterprise)&lt;/li&gt;
&lt;li&gt;&lt;b&gt;Shell&lt;/b&gt;: PowerShell 7+ or Bash&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="cli-installation-and-authentication"&gt;CLI Installation and Authentication
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm install -g @github/copilot
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;After installation, verify the version and run the authentication command to link with your GitHub account.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;copilot --version
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Authentication execution&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;copilot /login
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="2-introduction-of-everything-copilot-cli-framework"&gt;2. Introduction of everything-copilot-cli Framework
&lt;/h2&gt;&lt;p&gt;everything-copilot-cli provides a reference architecture suitable for team-scale deployment and complex project management. It includes 8 specialized agent definitions and over 30 skill modules.&lt;/p&gt;
&lt;h3 id="setup-procedures"&gt;Setup Procedures
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;git clone https://github.com/drvoss/everything-copilot-cli.git
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;cd everything-copilot-cli
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm install
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm run setup
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Execute the following validation to confirm configuration integrity.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm run validate
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npm test
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="3-agent-system-configuration"&gt;3. Agent System Configuration
&lt;/h2&gt;&lt;p&gt;This framework defines agents using YAML front matter and Markdown. Each agent specializes in a specific role and is assigned an optimal model.&lt;/p&gt;
&lt;h3 id="predefined-agents-and-models-as-of-may-2026"&gt;Predefined Agents and Models (As of May 2026)
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;b&gt;planner / architect / code-reviewer&lt;/b&gt;: Responsible for complex reasoning and design. (Model: &lt;code&gt;claude-sonnet-4.6&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;&lt;b&gt;tdd-guide / build-error-resolver&lt;/b&gt;: Test-driven development and debugging. (Model: &lt;code&gt;gpt-5-mini&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;&lt;b&gt;doc-updater&lt;/b&gt;: Documentation synchronization. (Model: &lt;code&gt;claude-haiku-4.5&lt;/code&gt;)&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="model-selection-strategy"&gt;Model Selection Strategy
&lt;/h3&gt;&lt;p&gt;Use the &lt;code&gt;/model&lt;/code&gt; command during a session to switch models based on task complexity. Optimize resources by assigning the &lt;b&gt;Premium Tier&lt;/b&gt; to architectural design and security audits, and the &lt;b&gt;Economy Tier&lt;/b&gt; to code exploration and repetitive tasks.&lt;/p&gt;
&lt;h2 id="4-skill-modules-and-custom-workflows"&gt;4. Skill Modules and Custom Workflows
&lt;/h2&gt;&lt;p&gt;Skills are reusable workflows activated by specific keywords (triggers).&lt;/p&gt;
&lt;h3 id="convention-check-skill-definition-example"&gt;convention-check Skill Definition Example
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;convention-check&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;description&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Verify team conventions before PR&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;category&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;development&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;triggers&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#39;check conventions&amp;#39;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#39;verify code style&amp;#39;&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;requires_tools&lt;/span&gt;: [&lt;span style="color:#e6db74"&gt;&amp;#39;grep&amp;#39;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#39;powershell&amp;#39;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#39;glob&amp;#39;&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;---
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;This skill automates checking for residual &lt;code&gt;console.log&lt;/code&gt; statements, function line count limit violations, and extraction of incomplete &lt;code&gt;TODO&lt;/code&gt; comments.&lt;/p&gt;
&lt;h2 id="5-multi-ai-orchestration-patterns"&gt;5. Multi-AI Orchestration Patterns
&lt;/h2&gt;&lt;p&gt;Implement patterns to use Copilot CLI as a hub for coordinating with other AI models (Claude Code, Gemini, etc.).&lt;/p&gt;
&lt;h3 id="powershell-pipeline-implementation-example"&gt;PowerShell Pipeline Implementation Example
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-powershell" data-lang="powershell"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# review-pipeline.ps1&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;param&lt;/span&gt;([&lt;span style="color:#66d9ef"&gt;string&lt;/span&gt;]$Target = &lt;span style="color:#e6db74"&gt;&amp;#39;src/&amp;#39;&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$workdir = &lt;span style="color:#e6db74"&gt;&amp;#34;.pipeline/&lt;/span&gt;$(Get-Date -Format &lt;span style="color:#e6db74"&gt;&amp;#39;yyyyMMdd-HHmmss&amp;#39;&lt;/span&gt;)&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;New-Item -ItemType Directory -Force -Path $workdir
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Stage 1: Analysis via Claude Code&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npx @anthropic-ai/claude-code --print &lt;span style="color:#e6db74"&gt;&amp;#34;Analyze &lt;/span&gt;$Target&lt;span style="color:#e6db74"&gt; for bugs&amp;#34;&lt;/span&gt; &amp;amp;gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$workdir&lt;span style="color:#e6db74"&gt;/01-analysis.json&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Stage 2: Security Audit&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$analysis = Get-Content &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$workdir&lt;span style="color:#e6db74"&gt;/01-analysis.json&amp;#34;&lt;/span&gt; -Raw
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;npx @anthropic-ai/claude-code --print &lt;span style="color:#e6db74"&gt;&amp;#34;Security audit based on: &lt;/span&gt;$analysis&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt; &amp;amp;gt; &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$workdir&lt;span style="color:#e6db74"&gt;/02-security.json&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="6-project-specific-settings-githubcopilot-instructionsmd"&gt;6. Project-Specific Settings: .github/copilot-instructions.md
&lt;/h2&gt;&lt;p&gt;Define Copilot CLI behavior by placing &lt;code&gt;.github/copilot-instructions.md&lt;/code&gt; in the project root. Specify the technology stack, architectural conventions, and test requirements (e.g., 80%+ coverage) here.&lt;/p&gt;
&lt;p&gt;This allows the agent to accurately grasp the project context and execute consistent code generation and reviews. Strict definition is recommended, as convention mismatches cause deployment errors.&lt;/p&gt;</description></item><item><title>Implementation of Prompt Compiler Switches and Suppression of Skeleton Collapse in SA-IR v2.0</title><link>https://klifehack.com/en/p/sair-v2-compiler-switch-fix/</link><pubDate>Sat, 23 May 2026 17:49:58 +0900</pubDate><guid>https://klifehack.com/en/p/sair-v2-compiler-switch-fix/</guid><description>&lt;h2 id="latent-space-control-failure-and-optimization-in-sa-ir-v20-flash-framework"&gt;Latent Space Control Failure and Optimization in SA-IR v2.0 Flash Framework
&lt;/h2&gt;&lt;p&gt;In the production environment on 2026-05-31, severe skeleton collapse and uncanny valley phenomena were confirmed in images generated using the &lt;b&gt;&lt;mark&gt;SA-IR (Sequence AI-Image Recipe)&lt;/mark&gt;&lt;/b&gt; v2.0 Flash framework with DALL-E 3 and Imagen backends. This was caused by the AI model&amp;rsquo;s default text inference logic overriding the modular assembly matrix constraints specified by the framework. Specifically, the skeletal locking function in Level 03 (Body Geometry &amp;amp; Kinetic Alignment) was disabled during the generation of complex dynamic poses, resulting in the failure of Center of Mass (CoM) calculations and anatomically impossible outputs.&lt;/p&gt;
&lt;h3 id="observed-error-logs-and-anomalies-"&gt;Observed Error Logs and Anomalies ⚠️
&lt;/h3&gt;&lt;p&gt;Anomalies detected in the prompt validation pipeline executed via GitHub Actions runners indicate the failure of CoM calculations and loss of skeletal integrity.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[2026-05-31 14:22:01] [ERROR] [SA-IR-KERNEL] Latent space conflict detected at Level 03.
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[2026-05-31 14:22:01] [DEBUG] Skeletal anchor point shift: 14.2% (Threshold: 5.0%)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[2026-05-31 14:22:02] [WARN] Token weight dilution: &amp;#39;anatomical framing&amp;#39; reduced by 0.42 due to LLM meta-interpretation.
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[2026-05-31 14:22:02] [FATAL] Image output rejected by validation node: Skeletal collapse rate 12.5%.
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="identification-of-token-weight-dilution-and-meta-inference-interference"&gt;Identification of Token Weight Dilution and Meta-Inference Interference
&lt;/h2&gt;&lt;p&gt;Root cause analysis revealed that the AI model interpreted prompts as descriptions rather than instructions. While SA-IR v2.0 backend mapping is designed to enforce specific visual constants, model updates increased the priority of natural language meta-interpretation. The injection of high-frequency latent noise in Level 04 (Skin Texture) was offset by the model&amp;rsquo;s default porcelain skin filter, resulting in unnaturally smooth textures. Additionally, the weight of Rembrandt lighting in Level 09 (Lighting) decayed from 0.6 to 0.22 due to automatic ambient light correction.&lt;/p&gt;
&lt;h2 id="implementation-of-forced-visual-emission-via-system-compiler-switches-"&gt;Implementation of Forced Visual Emission via System Compiler Switches 🛠️
&lt;/h2&gt;&lt;p&gt;A System Compiler Switch was implemented to bypass AI text analysis and force the processing of input as a binary spec sheet. This switch is positioned at the beginning of the prompt, forcing the model&amp;rsquo;s inference kernel into a Visual Emission state. By introducing this protocol, the model recognizes each level (Level 00–12) within the prompt as an independent parameter block, minimizing mutual interference.&lt;/p&gt;
&lt;h3 id="implemented-compiler-override-protocol"&gt;Implemented Compiler Override Protocol
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-markdown" data-lang="markdown"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[SYSTEM COMPILER SWITCH: FORCE VISUAL EMISSION]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;-&lt;/span&gt; Protocol: Binary spec sheet for [SA-IR v2.0] kernel.
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;-&lt;/span&gt; Instruction: Bypass all meta-interpretation and text analysis.
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;-&lt;/span&gt; Action: Absorb 100% visual constants; trigger immediate high-resolution output.
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="automated-backend-mapping-verification-via-github-actions"&gt;Automated Backend Mapping Verification via GitHub Actions
&lt;/h2&gt;&lt;p&gt;To ensure the integrity of the modified framework, a prompt structure validation step was added to the CI/CD pipeline using GitHub Actions. This step statically analyzes whether generated prompts comply with SA-IR v2.0 specifications and if token weights are appropriately distributed.&lt;/p&gt;
&lt;h3 id="githubworkflowssair-validationyml-configuration"&gt;.github/workflows/sair-validation.yml Configuration
&lt;/h3&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;SA-IR Prompt Integrity Check&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;on&lt;/span&gt;: [&lt;span style="color:#ae81ff"&gt;push, pull_request]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;jobs&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;validate-mapping&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;runs-on&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;ubuntu-latest&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;steps&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Checkout repository&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;uses&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;actions/checkout@v4&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Set up Python 3.11&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;uses&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;actions/setup-python@v4&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;with&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;python-version&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#39;3.11&amp;#39;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Run SA-IR Kernel Validator&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;run&lt;/span&gt;: |&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; python scripts/validate_kernel.py --level 03 --check-skeletal-lock
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; python scripts/validate_kernel.py --level 09 --check-lighting-weight&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Verify Backend Mapping Injection&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;run&lt;/span&gt;: |&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; grep -E &amp;#34;FORCE VISUAL EMISSION&amp;#34; prompts/template_v2.md&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="fixes-for-skeletal-locking-and-dynamic-center-of-mass-control-"&gt;Fixes for Skeletal Locking and Dynamic Center of Mass Control 💡
&lt;/h2&gt;&lt;p&gt;To prevent skeletal collapse in Level 03, the backend mapping formulas were updated. The &lt;b&gt;&lt;mark&gt;Skeletal Locking&lt;/mark&gt;&lt;/b&gt; algorithm was enhanced to constrain the distance of primary joints while allowing for asymmetric shifts in the Center of Mass ($C.M.$). The following logic has been integrated into the prompt injection layer, reducing the probability of skeletal collapse in low-CoM combat poses to less than 0.1%.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;def&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;apply_skeletal_lock&lt;/span&gt;(pose_type):
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; pose_type &lt;span style="color:#f92672"&gt;==&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;Fully-Dynamic&amp;#34;&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;# Define tolerance for CoM shift&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; cm_shift_limit &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;0.15&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#75715e"&gt;# Inject anchor point constraints into the prompt&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; &lt;span style="color:#e6db74"&gt;f&lt;/span&gt;&lt;span style="color:#e6db74"&gt;&amp;#34;[Skeletal Anchor: Fixed, CM_Shift: &amp;amp;lt;&lt;/span&gt;&lt;span style="color:#e6db74"&gt;{&lt;/span&gt;cm_shift_limit&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;, No_Collapse: True]&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#66d9ef"&gt;return&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#34;[Skeletal Anchor: Standard]&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="verification-of-optical-physical-parameters-and-post-processing"&gt;Verification of Optical Physical Parameters and Post-Processing
&lt;/h2&gt;&lt;p&gt;Verification was conducted for the synchronization of Level 08 (Spatiotemporal Layer) and Level 09 (Lighting). Combining 6-axis spatial coordinates and synchronizing the light source&amp;rsquo;s angle of incidence with shadow length resolved unnatural shadow overlapping in Indoor Studio settings. Commands were executed during the verification process to check the luminance distribution of the rendering results. In Level 12 (Post-Render Processing), a node was placed to control Chiaroscuro intensity on a scale of 0.0 to 1.0, allowing for film grain overlays and color grading without destroying original textures.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Analysis of luminance distribution and shadow density&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;./analyze_optics --input generated_sample_01.png --mode rembrandt-check
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Output results&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# &amp;amp;gt; Shadow Density: 0.82 (Target: 0.80-0.85) - PASS&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# &amp;amp;gt; Light Angle: 45.2 deg (Target: 45.0 deg) - PASS&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="operational-impact-and-final-confirmation"&gt;Operational Impact and Final Confirmation
&lt;/h2&gt;&lt;p&gt;Following the application of these fixes, the P99 rendering quality pass rate improved to 98.4%. The unnatural AI smile issue was significantly improved through shading adjustments around the orbicularis oris muscle in Level 02. The verified SA-IR v2.0 Flash kernel has been merged into the main branch of the GitHub repository (Team-Sequence-Thaumaturge/SA-IR). Weekly automated benchmarks will continue to monitor token weight fluctuations caused by model-side updates.&lt;/p&gt;</description></item><item><title>Resolving Ansible Provisioning Failures Caused by Netmiko SSH Timeouts</title><link>https://klifehack.com/en/p/netmiko-ssh-timeout-ansible-fix/</link><pubDate>Fri, 22 May 2026 17:34:53 +0900</pubDate><guid>https://klifehack.com/en/p/netmiko-ssh-timeout-ansible-fix/</guid><description>&lt;img src="https://klifehack.com/" alt="Featured image of post Resolving Ansible Provisioning Failures Caused by Netmiko SSH Timeouts" /&gt;&lt;h1 id="netmiko-timeout-mitigation-and-pyats-verification-automation-for-bulk-acl-application-to-200-cisco-ios-switches"&gt;Netmiko Timeout Mitigation and pyATS Verification Automation for Bulk ACL Application to 200 Cisco IOS Switches
&lt;/h1&gt;&lt;p&gt;This document records the troubleshooting steps for Netmiko SSH timeout errors (&lt;code&gt;NetmikoTimeoutException&lt;/code&gt;) and subsequent configuration drift that occurred during bulk ACL application to 200 Cisco IOS switches during production deployment on May 31, 2026. The issue was resolved by introducing concurrency semaphore control on the control node, optimizing Netmiko connection parameters (&lt;code&gt;global_delay_factor&lt;/code&gt; and &lt;code&gt;read_timeout_override&lt;/code&gt;), and automating post-verification using &lt;b&gt;&lt;mark&gt;pyATS&lt;/mark&gt;&lt;/b&gt;.&lt;/p&gt;
&lt;p&gt;The system employs a NetDevOps architecture with Git as the single Source of Truth.&lt;/p&gt;
&lt;img alt="System operational pipeline topology flow description" fetchpriority="high" height="376" loading="eager" src="https://raw.githubusercontent.com/bbobboyya00-cmyk/k-life-assets/main/assets/2026/05/31/netmiko-ssh-timeout-ansible-fix/khack_1780194891_0.webp" style="width:auto;max-width:100%;height:auto;object-fit:contain;border-radius:12px;margin:35px auto;display:block;box-shadow:0 4px 15px rgba(0,0,0,0.1);" width="672"/&gt;
&lt;h2 id="detection-of-ssh-disconnections-and-partial-applications-during-large-scale-deployment"&gt;Detection of SSH Disconnections and Partial Applications During Large-Scale Deployment
&lt;/h2&gt;&lt;p&gt;When running the Ansible playbook via the GitLab CI/CD pipeline, tasks were interrupted on specific legacy switches, resulting in an SSH timeout error log. This caused settings to be applied only to some devices, leading to configuration inconsistency (configuration drift) across the network.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;netmiko.exceptions.NetmikoTimeoutException: Connection to device timed-out: cisco_ios 192.168.10.15:22
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;This error caused the pipeline to terminate abnormally, leaving 15 out of 200 target switches in an intermediate state.&lt;/p&gt;
&lt;h2 id="synergistic-effect-of-cpu-resource-saturation-and-command-response-delays"&gt;Synergistic Effect of CPU Resource Saturation and Command Response Delays
&lt;/h2&gt;&lt;p&gt;Post-incident analysis identified two main causes for the timeouts:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;
&lt;p&gt;&lt;b&gt;Excessive Concurrency on the Control Node&lt;/b&gt;: Because the Ansible &lt;code&gt;forks&lt;/code&gt; parameter was left at its default, the control node attempted to establish too many concurrent SSH sessions, driving CPU utilization to 100%. This caused delays in SSH handshakes.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;b&gt;Command Processing Delays on Legacy Hardware&lt;/b&gt;: The target Cisco IOS switches (such as the Catalyst 2960 series) experience high CPU load when compiling large ACLs (100+ lines), requiring more time than usual to respond to commands. This exceeded Netmiko&amp;rsquo;s default read timeout (100 seconds), causing the connection to drop.&lt;/p&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;h2 id="dynamic-timeout-adjustment-and-flow-control-via-semaphores"&gt;Dynamic Timeout Adjustment and Flow Control via Semaphores
&lt;/h2&gt;&lt;p&gt;To resolve this issue, connection parameters were optimized and semaphore control was introduced to limit concurrency.&lt;/p&gt;
&lt;h3 id="1-parameter-tuning-in-netmiko-connection-script-"&gt;1. Parameter Tuning in Netmiko Connection Script 🛠️
&lt;/h3&gt;&lt;p&gt;In the Python concurrent execution script, &lt;code&gt;global_delay_factor&lt;/code&gt; was increased to &lt;code&gt;2.0&lt;/code&gt;, and &lt;code&gt;read_timeout_override&lt;/code&gt; was set to &lt;code&gt;300&lt;/code&gt; seconds. This ensures sufficient wait time for responses from slower devices.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;from&lt;/span&gt; netmiko &lt;span style="color:#f92672"&gt;import&lt;/span&gt; ConnectHandler
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;device_params &lt;span style="color:#f92672"&gt;=&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;device_type&amp;#39;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#39;cisco_ios&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;host&amp;#39;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#39;192.168.10.15&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;username&amp;#39;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#39;admin&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;password&amp;#39;&lt;/span&gt;: &lt;span style="color:#e6db74"&gt;&amp;#39;secure_password&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;global_delay_factor&amp;#39;&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;2.0&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;read_timeout_override&amp;#39;&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;300&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;with&lt;/span&gt; ConnectHandler(&lt;span style="color:#f92672"&gt;**&lt;/span&gt;device_params) &lt;span style="color:#66d9ef"&gt;as&lt;/span&gt; net_connect:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;output &lt;span style="color:#f92672"&gt;=&lt;/span&gt; net_connect&lt;span style="color:#f92672"&gt;.&lt;/span&gt;send_config_set(config_commands)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;print(output)
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="2-optimizing-connection-settings-in-ansible-"&gt;2. Optimizing Connection Settings in Ansible 💡
&lt;/h3&gt;&lt;p&gt;On the Ansible playbook side, variables were added to &lt;code&gt;ansible.cfg&lt;/code&gt; and inventory variables to control SSH keepalives and timeouts.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-ini" data-lang="ini"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# ansible.cfg&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;[defaults]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;forks&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;10&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;timeout&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;300&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;[ssh_connection]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;ssh_args&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#e6db74"&gt;-o ControlMaster=auto -o ControlPersist=60s -o ServerAliveInterval=30 -o ServerAliveCountMax=3&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="state-verification-with-pyats-and-deployment-time-measurement"&gt;State Verification with pyATS and Deployment Time Measurement
&lt;/h2&gt;&lt;p&gt;After applying the fixes, verification steps were performed in the test and production environments.&lt;/p&gt;
&lt;h3 id="1-pipeline-re-run-and-execution-log-verification-"&gt;1. Pipeline Re-run and Execution Log Verification ⚠️
&lt;/h3&gt;&lt;p&gt;The script was executed with concurrency limited to 10, and CPU utilization was verified to be stable.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-text" data-lang="text"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;$ ansible-playbook -i inventory.ini deploy_acl.yml --forks=10
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;PLAY [Deploy ACL to Cisco IOS Switches] &amp;lt;b&amp;gt;TASK [Gathering Facts]&amp;lt;/b&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;ok: [switch-01]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;ok: [switch-02]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;TASK [Apply ACL Configuration] &amp;lt;b&amp;gt;&amp;lt;/b&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;changed: [switch-01]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;changed: [switch-02]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;PLAY RECAP &amp;lt;b&amp;gt;&amp;lt;/b&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;switch-01 : ok=2 changed=1 unreachable=0 failed=0
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;switch-02 : ok=2 changed=1 unreachable=0 failed=0
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="2-configuration-consistency-verification-using-pyats"&gt;2. Configuration Consistency Verification Using pyATS
&lt;/h3&gt;&lt;p&gt;Following deployment completion, pyATS was used to parse the ACL application state of all devices, automatically verifying that no unapplied or inconsistent configurations existed.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-python" data-lang="python"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;from&lt;/span&gt; genie.testbed &lt;span style="color:#f92672"&gt;import&lt;/span&gt; load
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;testbed &lt;span style="color:#f92672"&gt;=&lt;/span&gt; load(&lt;span style="color:#e6db74"&gt;&amp;#39;testbed.yaml&amp;#39;&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;device &lt;span style="color:#f92672"&gt;=&lt;/span&gt; testbed&lt;span style="color:#f92672"&gt;.&lt;/span&gt;devices[&lt;span style="color:#e6db74"&gt;&amp;#39;switch-01&amp;#39;&lt;/span&gt;]
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;device&lt;span style="color:#f92672"&gt;.&lt;/span&gt;connect()
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;parsed_output &lt;span style="color:#f92672"&gt;=&lt;/span&gt; device&lt;span style="color:#f92672"&gt;.&lt;/span&gt;parse(&lt;span style="color:#e6db74"&gt;&amp;#39;show ip access-lists&amp;#39;&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;assert&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;MY_SECURE_ACL&amp;#39;&lt;/span&gt; &lt;span style="color:#f92672"&gt;in&lt;/span&gt; parsed_output
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;print(&lt;span style="color:#e6db74"&gt;&amp;#34;ACL verification passed successfully.&amp;#34;&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;As a result of the verification, there were 0 disconnections due to timeouts, and it was confirmed that the intended ACLs were successfully applied to all 200 switches. Total processing time was reduced from the previous 1,200 seconds (which included timeout retry delays) to 45 seconds due to stable concurrent processing.&lt;/p&gt;</description></item><item><title>Troubleshooting Errors in Kubernetes Deployment Automation with GitHub Actions and Windows Self-Hosted Runner</title><link>https://klifehack.com/en/p/github-actions-windows-runner-kubernetes/</link><pubDate>Fri, 22 May 2026 13:53:13 +0900</pubDate><guid>https://klifehack.com/en/p/github-actions-windows-runner-kubernetes/</guid><description>&lt;h2 id="-resolving-kubeconfig-pem-block-parsing-error-unable-to-parse-bytes-as-pem-block"&gt;🛠️ Resolving Kubeconfig PEM Block Parsing Error (unable to parse bytes as PEM block)
&lt;/h2&gt;&lt;p&gt;The following error occurred during authentication with the Kubernetes cluster when running the GitHub Actions workflow:&lt;/p&gt;
&lt;pre tabindex="0"&gt;&lt;code&gt;error: unable to load root certificates: unable to parse bytes as PEM block
Error: Process completed with exit code 1.
&lt;/code&gt;&lt;/pre&gt;&lt;h3 id="cause"&gt;Cause
&lt;/h3&gt;&lt;p&gt;When copying and pasting the YAML text of the local &lt;b&gt;&lt;mark&gt;kubeconfig&lt;/mark&gt;&lt;/b&gt; file directly into GitHub Secrets, line ending mismatches (\n vs \r\n), indentation issues, or truncation of the Base64-encoded certificate data occurred, causing the certificate data (PEM format) parsing to fail.&lt;/p&gt;
&lt;h3 id="resolution"&gt;Resolution
&lt;/h3&gt;&lt;p&gt;To prevent data corruption, encode the Windows environment&amp;rsquo;s kubeconfig file into a Base64 string before registering it in GitHub Secrets.&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Open PowerShell on Windows and run the following command to Base64-encode the kubeconfig:&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-powershell" data-lang="powershell"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#66d9ef"&gt;Convert&lt;/span&gt;]::ToBase64String([&lt;span style="color:#66d9ef"&gt;IO.File&lt;/span&gt;]::ReadAllBytes(&lt;span style="color:#e6db74"&gt;&amp;#34;C:\Users\Administrator\.kube\config&amp;#34;&lt;/span&gt;))
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Copy the outputted single-line long Base64 string.&lt;/p&gt;
&lt;ol start="2"&gt;
&lt;li&gt;
&lt;p&gt;In the GitHub repository, go to &amp;ldquo;Settings&amp;rdquo; -&amp;gt; &amp;ldquo;Secrets and variables&amp;rdquo; -&amp;gt; &amp;ldquo;Actions&amp;rdquo;, delete the existing &lt;code&gt;KUBE_CONFIG&lt;/code&gt;, and register the copied Base64 string as the new value.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Modify the decoding process in the workflow file (&lt;code&gt;.github/workflows/docker-build.yml&lt;/code&gt;) as follows:&lt;/p&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Set kube config&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;run&lt;/span&gt;: |&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; mkdir -p ~/.kube
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; echo &amp;#34;${{ secrets.KUBE_CONFIG }}&amp;#34; | base64 -d &amp;amp;gt; ~/.kube/config&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="-resolving-dns-resolution-failure-from-cloud-runner-kubernetesdockerinternal6443-no-such-host"&gt;🛠️ Resolving DNS Resolution Failure from Cloud Runner (kubernetes.docker.internal:6443: no such host)
&lt;/h2&gt;&lt;p&gt;After resolving the certificate error, the following network timeout and DNS resolution error occurred during the deployment step:&lt;/p&gt;
&lt;pre tabindex="0"&gt;&lt;code&gt;E0528 01:43:09.437587 2260 memcache.go:265] &amp;#34;Unhandled Error&amp;#34; err=&amp;#34;couldn&amp;#39;t get current server API group list: Get \&amp;#34;https://kubernetes.docker.internal:6443/api?timeout=32s\&amp;#34;: dial tcp: lookup kubernetes.docker.internal on 127.0.0.53:53: no such host&amp;#34;
Unable to connect to the server: dial tcp: lookup kubernetes.docker.internal on 127.0.0.53:53: no such host
&lt;/code&gt;&lt;/pre&gt;&lt;h3 id="cause-1"&gt;Cause
&lt;/h3&gt;&lt;p&gt;The standard GitHub Actions hosted runner (&lt;code&gt;runs-on: ubuntu-latest&lt;/code&gt;) runs on a cloud virtual machine provided by GitHub. Consequently, it cannot resolve &lt;code&gt;kubernetes.docker.internal&lt;/code&gt;, which is the private DNS of the local development environment (Docker Desktop), and cannot route to the local Kubernetes API server.&lt;/p&gt;
&lt;h3 id="resolution-1"&gt;Resolution
&lt;/h3&gt;&lt;p&gt;To directly access resources within the local network, set up a &lt;b&gt;&lt;mark&gt;Self-Hosted Runner&lt;/mark&gt;&lt;/b&gt; on the local machine.&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;
&lt;p&gt;In the GitHub repository, go to &amp;ldquo;Settings&amp;rdquo; -&amp;gt; &amp;ldquo;Actions&amp;rdquo; -&amp;gt; &amp;ldquo;Runners&amp;rdquo;, select &amp;ldquo;New self-hosted runner&amp;rdquo;, and specify &amp;ldquo;Windows&amp;rdquo; as the OS.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Run the following commands in local PowerShell to download and extract the runner package:&lt;/p&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-powershell" data-lang="powershell"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;mkdir actions-runner
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;cd actions-runner
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Invoke-WebRequest -Uri https&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;//github.com/actions/runner/releases/download/v2.334.&lt;span style="color:#ae81ff"&gt;0&lt;/span&gt;/actions-runner-win-x64-&lt;span style="color:#ae81ff"&gt;2.334&lt;/span&gt;.0.zip -OutFile actions-runner-win-x64-&lt;span style="color:#ae81ff"&gt;2.334&lt;/span&gt;.0.zip
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;Add-Type -AssemblyName System.IO.Compression.FileSystem
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;[&lt;span style="color:#66d9ef"&gt;System.IO.Compression.ZipFile&lt;/span&gt;]::ExtractToDirectory(&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$PWD&lt;span style="color:#e6db74"&gt;/actions-runner-win-x64-2.334.0.zip&amp;#34;&lt;/span&gt;, &lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;$PWD&lt;span style="color:#e6db74"&gt;&amp;#34;&lt;/span&gt;)
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;ol start="3"&gt;
&lt;li&gt;Register the runner using the token displayed on the screen.&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-powershell" data-lang="powershell"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;.\config.cmd --url https&lt;span style="color:#960050;background-color:#1e0010"&gt;:&lt;/span&gt;//github.com/giturl-id/tomcat-k8s --token &amp;lt;your_token&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;ol start="4"&gt;
&lt;li&gt;Start the runner.&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-powershell" data-lang="powershell"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;.\run.cmd
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;ol start="5"&gt;
&lt;li&gt;Modify the execution environment target in the workflow file.&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Before&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;runs-on&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;ubuntu-latest&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# After&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;runs-on&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;self-hosted&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="-resolving-mkdir--p-command-execution-error-in-windows-environment"&gt;🛠️ Resolving mkdir -p Command Execution Error in Windows Environment
&lt;/h2&gt;&lt;p&gt;When switching the execution environment to the Windows Self-Hosted Runner, the following error occurred during the directory creation step:&lt;/p&gt;
&lt;pre tabindex="0"&gt;&lt;code&gt;mkdir : An item with the specified name C:\Users\Administrator\.kube already exists.
At C:\study\tomcat\actions-runner\_work\_temp\836d0b14-98fc-4377-a457-faf5123b7885.ps1:2 char:1
+ mkdir -p ~/.kube
+ ~~~~~~~~~~~~~~~
 + CategoryInfo : ResourceExists: (C:\Users\Administrator\.kube:String) [New-Item], IOException
 + FullyQualifiedErrorId : DirectoryExist,Microsoft.PowerShell.Commands.NewItemCommand
&lt;/code&gt;&lt;/pre&gt;&lt;h3 id="cause-2"&gt;Cause
&lt;/h3&gt;&lt;p&gt;On a Windows Self-Hosted Runner, GitHub Actions steps run in PowerShell by default. In PowerShell, &lt;code&gt;mkdir&lt;/code&gt; is an alias for &lt;code&gt;New-Item -ItemType Directory&lt;/code&gt;, which does not support the &lt;code&gt;-p&lt;/code&gt; option. Additionally, if the target directory already exists, PowerShell throws an &lt;code&gt;IOException&lt;/code&gt; and terminates with exit code &lt;code&gt;1&lt;/code&gt;.&lt;/p&gt;
&lt;h3 id="resolution-2"&gt;Resolution
&lt;/h3&gt;&lt;p&gt;Change the logic to use native PowerShell syntax to check for directory existence before creation. Also, handle the Base64 decoding entirely within PowerShell using .NET runtime features.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;Set kube config&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;shell&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;powershell&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;run&lt;/span&gt;: |&lt;span style="color:#e6db74"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; if (!(Test-Path &amp;#34;$HOME\.kube&amp;#34;)) {
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; New-Item -ItemType Directory -Path &amp;#34;$HOME\.kube&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; }
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; 
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; [System.Text.Encoding]::UTF8.GetString(
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; [System.Convert]::FromBase64String(&amp;#34;${{ secrets.KUBE_CONFIG }}&amp;#34;)
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt; ) | Out-File &amp;#34;$HOME\.kube\config&amp;#34; -Encoding utf8&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;hr&gt;
&lt;h2 id="-resolving-kubernetes-pod-image-pull-error-errimagepull"&gt;🛠️ Resolving Kubernetes Pod Image Pull Error (ErrImagePull)
&lt;/h2&gt;&lt;p&gt;After executing the deployment, the pod status became &lt;code&gt;ErrImagePull&lt;/code&gt;, and the container failed to start.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl get pods
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# Output:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# NAME READY STATUS RESTARTS AGE&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;# tomcat2-deployment-59d4ff8df8-cwwb2 0/1 ErrImagePull 0 9s&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="cause-3"&gt;Cause
&lt;/h3&gt;&lt;p&gt;Because &lt;code&gt;imagePullPolicy&lt;/code&gt; in the manifest file (&lt;code&gt;Deployment.yaml&lt;/code&gt;) is set to &lt;code&gt;Always&lt;/code&gt;, Kubernetes forces a query to the external registry (such as DockerHub) for the latest image, even if the image exists in the local Docker cache. If the image has not been pushed to the remote registry or credentials are missing, this pull process fails.&lt;/p&gt;
&lt;h3 id="resolution-3"&gt;Resolution
&lt;/h3&gt;&lt;p&gt;When using locally built images directly in a development environment, change &lt;code&gt;imagePullPolicy&lt;/code&gt; to &lt;code&gt;IfNotPresent&lt;/code&gt; to skip querying the external registry.&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Modify the container definition in &lt;code&gt;Deployment.yaml&lt;/code&gt; as follows:&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-yaml" data-lang="yaml"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;spec&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;containers&lt;/span&gt;:
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; - &lt;span style="color:#f92672"&gt;name&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;tomcat&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;image&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;abungard/my-tomcat:latest&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt; &lt;span style="color:#f92672"&gt;imagePullPolicy&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;IfNotPresent&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;ol start="2"&gt;
&lt;li&gt;Delete the existing deployment and reapply.&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl delete deployment tomcat2-deployment
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl apply -f Deployment.yaml
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;ol start="3"&gt;
&lt;li&gt;Verify the pod startup status.&lt;/li&gt;
&lt;/ol&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;kubectl get pods
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Verify that the status transitions to &lt;code&gt;Running&lt;/code&gt;.&lt;/p&gt;
&lt;pre tabindex="0"&gt;&lt;code&gt;NAME READY STATUS RESTARTS AGE
tomcat2-deployment-59d4ff8df8-cwwb2 1/1 Running 0 12s
```&amp;lt;/your_token&amp;gt;
&lt;/code&gt;&lt;/pre&gt;</description></item><item><title>Analysis of LocalStorage Data Loss in PWA and IndexedDB Migration Steps via localForage</title><link>https://klifehack.com/en/p/pwa-localstorage-indexeddb-migration/</link><pubDate>Fri, 22 May 2026 10:42:03 +0900</pubDate><guid>https://klifehack.com/en/p/pwa-localstorage-indexeddb-migration/</guid><description>&lt;h2 id="incident-sudden-localstorage-data-loss-in-pwa-environment"&gt;Incident: Sudden LocalStorage Data Loss in PWA Environment
&lt;/h2&gt;&lt;p&gt;In &amp;ldquo;Dan-Haru,&amp;rdquo; a routine management application deployed as a PWA (Progressive Web App), a data loss incident occurred approximately one month after production launch, where all user routine records, custom settings, and configuration parameters were completely initialized.&lt;/p&gt;
&lt;p&gt;The developer tools console log recorded the following exceptions and empty data states:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-javascript" data-lang="javascript"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#75715e"&gt;// Console Log
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;Uncaught&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;DOMException&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Failed&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;to&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;execute&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;setItem&amp;#39;&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;on&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;Storage&amp;#39;&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;Setting&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;the&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;value&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;of&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;routine_activity_log&amp;#39;&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;exceeded&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;the&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;quota&lt;/span&gt;.
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;localStorage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;getItem&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#39;routine_app_user_data&amp;#39;&lt;/span&gt;) &lt;span style="color:#f92672"&gt;-&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;; &lt;span style="color:#66d9ef"&gt;null&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;This state is identical to a fresh application installation, indicating that the client-side data store was completely wiped.&lt;/p&gt;
&lt;h2 id="-root-causes-of-data-loss-ios-eviction-policy-and-5mb-capacity-limit"&gt;⚠️ Root Causes of Data Loss: iOS Eviction Policy and 5MB Capacity Limit
&lt;/h2&gt;&lt;p&gt;The technical factors causing this data loss stem from the following three points related to browser LocalStorage specifications and OS storage management algorithms:&lt;/p&gt;
&lt;h3 id="1-forced-storage-cleanup-by-os-storage-eviction"&gt;1. Forced Storage Cleanup by OS (Storage Eviction)
&lt;/h3&gt;&lt;p&gt;In iOS/iPadOS (Safari/WebKit Webview) environments, if a PWA is not launched for seven consecutive days, or if device free space becomes extremely low, the OS treats LocalStorage as &amp;ldquo;temporary cache files&amp;rdquo; and deletes them automatically. This is the &lt;b&gt;&lt;mark&gt;Storage Eviction&lt;/mark&gt;&lt;/b&gt; policy. Additionally, when background processes are force-terminated due to memory (RAM) pressure, write operations to LocalStorage are interrupted, leading to data resets due to file corruption.&lt;/p&gt;
&lt;h3 id="2-write-errors-due-to-exceeding-capacity-limit-5mb"&gt;2. Write Errors Due to Exceeding Capacity Limit (5MB)
&lt;/h3&gt;&lt;p&gt;The maximum capacity of LocalStorage is limited to 5MB. Data accumulation simulations for high-frequency users (30 groups × 30 routines each = 900 routines total) revealed that daily data accumulation reaches approximately 237KB.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;routine_activity_log&lt;/code&gt; (1440-minute heatmap): Approx. 2.9 KB&lt;/li&gt;
&lt;li&gt;&lt;code&gt;WakeUpTimeHistory&lt;/code&gt;: Approx. 0.08 KB&lt;/li&gt;
&lt;li&gt;&lt;code&gt;RoutineGroupHistory&lt;/code&gt; (30 groups): Approx. 7.8 KB&lt;/li&gt;
&lt;li&gt;&lt;code&gt;TaskHistory&lt;/code&gt; (900 routines): Approx. 180 KB&lt;/li&gt;
&lt;li&gt;&lt;code&gt;routine_app_user_data&lt;/code&gt; (metadata): Approx. 46.2 KB&lt;/li&gt;
&lt;li&gt;&lt;b&gt;Total daily accumulation&lt;/b&gt;: &lt;b&gt;Approx. 237 KB/day&lt;/b&gt;
Based on this data density, the 5MB limit is reached in just &lt;b&gt;approx. 21 days&lt;/b&gt;, after which subsequent writes fail by throwing a &lt;code&gt;QuotaExceededError&lt;/code&gt;. If reset logic such as &lt;code&gt;localStorage.clear()&lt;/code&gt; is erroneously executed within exception handling, all data is lost.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="-implementing-data-persistence-via-indexeddb-migration-using-localforage"&gt;💡 Implementing Data Persistence via IndexedDB Migration using localForage
&lt;/h2&gt;&lt;p&gt;To eliminate the 5MB capacity limit and volatility of LocalStorage, migrate to IndexedDB, which supports asynchronous processing and can utilize up to 50% of available device space. &lt;b&gt;&lt;mark&gt;localForage&lt;/mark&gt;&lt;/b&gt; (v1.10.0) is adopted as a wrapper library, and existing synchronous code is refactored into asynchronous processing.&lt;/p&gt;
&lt;h3 id="1-initialization-of-localforage-and-implementation-of-migration-script"&gt;1. Initialization of localForage and Implementation of Migration Script
&lt;/h3&gt;&lt;p&gt;Implement logic to extract data from LocalStorage and safely migrate it to IndexedDB.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-javascript" data-lang="javascript"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;import&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;localforage&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;from&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;localforage&amp;#39;&lt;/span&gt;;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;localforage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;config&lt;/span&gt;({
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;driver&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;localforage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;INDEXEDDB&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;name&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;Dan-Haru&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;storeName&lt;/span&gt;&lt;span style="color:#f92672"&gt;:&lt;/span&gt; &lt;span style="color:#e6db74"&gt;&amp;#39;user_settings&amp;#39;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;});
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;function&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;migrateFromLocalStorage&lt;/span&gt;() {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;keys&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; [
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;routine_activity_log&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;WakeUpTimeHistory&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;RoutineGroupHistory&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;TaskHistory&amp;#39;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#e6db74"&gt;&amp;#39;routine_app_user_data&amp;#39;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;];
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;for&lt;/span&gt; (&lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;key&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;of&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;keys&lt;/span&gt;) {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;localData&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;localStorage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;getItem&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;key&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; (&lt;span style="color:#a6e22e"&gt;localData&lt;/span&gt;) {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;try&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;localforage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;setItem&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;key&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;JSON&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;parse&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;localData&lt;/span&gt;));
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;localStorage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;removeItem&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;key&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;} &lt;span style="color:#66d9ef"&gt;catch&lt;/span&gt; (&lt;span style="color:#a6e22e"&gt;error&lt;/span&gt;) {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;error&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;`Migration failed for key &lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;key&lt;/span&gt;&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;:`&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;error&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id="2-implementation-of-fifo-first-in-first-out-pruning-to-control-data-volume"&gt;2. Implementation of FIFO (First-In-First-Out) Pruning to Control Data Volume
&lt;/h3&gt;&lt;p&gt;To prevent data bloat, incorporate pruning logic that automatically deletes detailed logs older than 30 days while retaining only statistical data.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-javascript" data-lang="javascript"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;async&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;function&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;pruneOldLogs&lt;/span&gt;() {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;thresholdDate&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;new&lt;/span&gt; Date();
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;thresholdDate&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;setDate&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;thresholdDate&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;getDate&lt;/span&gt;() &lt;span style="color:#f92672"&gt;-&lt;/span&gt; &lt;span style="color:#ae81ff"&gt;30&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;limitTime&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;thresholdDate&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;getTime&lt;/span&gt;();
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;try&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;logs&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;localforage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;getItem&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#39;routine_activity_log&amp;#39;&lt;/span&gt;) &lt;span style="color:#f92672"&gt;||&lt;/span&gt; [];
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;const&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;filteredLogs&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;logs&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;filter&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;; &lt;span style="color:#66d9ef"&gt;new&lt;/span&gt; Date(&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;timestamp&lt;/span&gt;).&lt;span style="color:#a6e22e"&gt;getTime&lt;/span&gt;() &lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;;&lt;span style="color:#f92672"&gt;=&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;limitTime&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;await&lt;/span&gt; &lt;span style="color:#a6e22e"&gt;localforage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;setItem&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#39;routine_activity_log&amp;#39;&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;filteredLogs&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;} &lt;span style="color:#66d9ef"&gt;catch&lt;/span&gt; (&lt;span style="color:#a6e22e"&gt;error&lt;/span&gt;) {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;error&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;&amp;#34;Pruning failed:&amp;#34;&lt;/span&gt;, &lt;span style="color:#a6e22e"&gt;error&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="-verification-procedures-for-data-persistence-and-storage-usage-post-migration"&gt;🛠️ Verification Procedures for Data Persistence and Storage Usage Post-Migration
&lt;/h2&gt;&lt;p&gt;Verify whether the migration process is functioning correctly and if the OS recognizes it as persistent storage.&lt;/p&gt;
&lt;h3 id="1-capacity-verification-via-browser-storage-estimate-api"&gt;1. Capacity Verification via Browser Storage Estimate API
&lt;/h3&gt;&lt;p&gt;Execute &lt;code&gt;navigator.storage.estimate()&lt;/code&gt; from the console to check the allocated quota and current usage.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-javascript" data-lang="javascript"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; (&lt;span style="color:#a6e22e"&gt;navigator&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt; &lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;amp&lt;/span&gt;;&lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;amp&lt;/span&gt;; &lt;span style="color:#a6e22e"&gt;navigator&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;estimate&lt;/span&gt;) {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;navigator&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;estimate&lt;/span&gt;().&lt;span style="color:#a6e22e"&gt;then&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;estimate&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;`Quota: &lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;estimate&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;quota&lt;/span&gt;&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt; bytes`&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;`Usage: &lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;estimate&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;usage&lt;/span&gt;&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt; bytes`&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;});
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Example output of execution results:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-json" data-lang="json"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;{
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;&amp;#34;quota&amp;#34;&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;21474836480&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#f92672"&gt;&amp;#34;usage&amp;#34;&lt;/span&gt;: &lt;span style="color:#ae81ff"&gt;242688&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;This confirms that a quota in the gigabyte range has been secured, exceeding the traditional 5MB limit.&lt;/p&gt;
&lt;h3 id="2-requesting-and-confirming-persistent-storage"&gt;2. Requesting and Confirming Persistent Storage
&lt;/h3&gt;&lt;p&gt;Explicitly request the browser to exclude the storage from automatic deletion targets.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-javascript" data-lang="javascript"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;if&lt;/span&gt; (&lt;span style="color:#a6e22e"&gt;navigator&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt; &lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;amp&lt;/span&gt;;&lt;span style="color:#f92672"&gt;&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;amp&lt;/span&gt;; &lt;span style="color:#a6e22e"&gt;navigator&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;persist&lt;/span&gt;) {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;navigator&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;storage&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;persist&lt;/span&gt;().&lt;span style="color:#a6e22e"&gt;then&lt;/span&gt;(&lt;span style="color:#a6e22e"&gt;granted&lt;/span&gt; &lt;span style="color:#f92672"&gt;=&amp;amp;&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;gt&lt;/span&gt;; {
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#a6e22e"&gt;console&lt;/span&gt;.&lt;span style="color:#a6e22e"&gt;log&lt;/span&gt;(&lt;span style="color:#e6db74"&gt;`Persistent storage granted: &lt;/span&gt;&lt;span style="color:#e6db74"&gt;${&lt;/span&gt;&lt;span style="color:#a6e22e"&gt;granted&lt;/span&gt;&lt;span style="color:#e6db74"&gt;}&lt;/span&gt;&lt;span style="color:#e6db74"&gt;`&lt;/span&gt;);
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;});
&lt;/span&gt;&lt;/span&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Execution result:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"&gt;&lt;code class="language-javascript" data-lang="javascript"&gt;&lt;span style="display:flex;"&gt;&lt;span&gt;&lt;span style="color:#66d9ef"&gt;true&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;By returning &lt;code&gt;true&lt;/code&gt;, it is verified that a protected state has been established where IndexedDB data is not subject to forced deletion (Eviction) even when device free space is low.&lt;/p&gt;</description></item></channel></rss>