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    <title>Community Dev Guides - Real data from real developers</title>
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      content="Curated developer guides built from real community data. Local LLM benchmarks, DevOps career paths, Go architecture patterns, and more. Not generic AI-generated content."
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    <h1>Community Dev Guides</h1>
    <p class="subtitle">
      Real data from real developers. Not another LLM-generated listicle.
    </p>

    <div class="stats">
      <div class="stat">
        <div class="stat-num">5</div>
        <div class="stat-label">Guides</div>
      </div>
      <div class="stat">
        <div class="stat-num">147</div>
        <div class="stat-label">Data Points</div>
      </div>
      <div class="stat">
        <div class="stat-num">265</div>
        <div class="stat-label">User Reports</div>
      </div>
    </div>

    <div class="category">
      <h2>AI / Local LLMs</h2>
      <div class="guide">
        <h3>
          <a href="https://github.com/essentialols/48gb-vram-llm-guide"
            >48GB VRAM LLM Playbook</a
          >
        </h3>
        <p>
          Model selection, quantization configs, VRAM calculator, multi-GPU
          bandwidth analysis, and benchmark scripts for 48GB setups.
        </p>
        <div class="meta">
          38 data points from 72 user reports | Includes VRAM formulas and PCIe
          bottleneck analysis
        </div>
      </div>
    </div>

    <div class="category">
      <h2>DevOps / Infrastructure</h2>
      <div class="guide">
        <h3>
          <a
            href="https://github.com/essentialols/ai-infrastructure-as-code-guide"
            >AI for Infrastructure as Code</a
          >
        </h3>
        <p>
          How DevOps teams actually use LLMs for Terraform, CloudFormation, and
          Bicep. Real adoption data.
        </p>
        <div class="meta">16 data points from 30 practitioners</div>
      </div>
      <div class="guide">
        <h3>
          <a
            href="https://github.com/essentialols/devops-platform-engineering-guide"
            >DevOps to Platform Engineering</a
          >
        </h3>
        <p>
          Career transition roadmaps with skills readiness matrix. Traditional
          DevOps vs Platform Eng vs MLOps.
        </p>
        <div class="meta">
          30 data points from 49 engineers | Includes skills readiness matrix
        </div>
      </div>
    </div>

    <div class="category">
      <h2>Software Engineering</h2>
      <div class="guide">
        <h3>
          <a href="https://github.com/essentialols/go-modular-monolith-guide"
            >Go Modular Monolith Architecture</a
          >
        </h3>
        <p>
          Real patterns and pitfalls for structuring large Go codebases without
          drowning in complexity.
        </p>
        <div class="meta">7 data points from 17 engineers</div>
      </div>
    </div>

    <div class="category">
      <h2>Career</h2>
      <div class="guide">
        <h3>
          <a
            href="https://github.com/essentialols/entry-level-dev-survival-guide"
            >Entry-Level Dev Survival Guide</a
          >
        </h3>
        <p>
          What actually works for landing dev jobs in 2025-2026. Hiring data,
          portfolio strategies, and career paths.
        </p>
        <div class="meta">
          56 data points from 97 users | r/webdev (355 upvotes)
        </div>
      </div>
    </div>

    <footer>
      <p>
        Every guide is built from real community discussions with numbered
        source references. Written in the style of
        <a href="https://tonisagrista.com/blog/2026/quantization/"
          >Toni Sagrista</a
        >
        and
        <a href="https://magazine.sebastianraschka.com">Sebastian Raschka</a>.
      </p>
      <p>
        <a href="https://github.com/essentialols/community-dev-guides"
          >View on GitHub</a
        >
      </p>
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