---
title: "AI Product Management and Hands-On LLM Engineering"
description: "Aleksandr Filippov, AI Product Manager and hands-on LLM engineer: retrieval-augmented generation, agent orchestration, and MCP tooling in production Python."
date: "2025-05-24T07:00:00Z"
last_updated: "2026-07-31"
license: "https://creativecommons.org/licenses/by/4.0/"
canonical: "https://www.alexfeel.info/"
---

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      <span class="github-profile__calendar-day"
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    </div>
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    </div>
    <div class="github-profile__calendar-week">
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            data-count="0"
            data-level="NONE"
            style="--github-profile-day-level: var(--github-profile-level-0)"></span>
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    <div class="github-profile__calendar-week">
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    <div class="github-profile__calendar-week">
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            data-level="FIRST_QUARTILE"
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            data-count="64"
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            data-level="FOURTH_QUARTILE"
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            data-count="28"
            data-level="SECOND_QUARTILE"
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            data-count="31"
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            data-count="34"
            data-level="SECOND_QUARTILE"
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            data-count="58"
            data-level="THIRD_QUARTILE"
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    </div>
    <div class="github-profile__calendar-week">
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            data-count="12"
            data-level="FIRST_QUARTILE"
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            data-count="34"
            data-level="SECOND_QUARTILE"
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            data-count="4"
            data-level="FIRST_QUARTILE"
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            data-level="SECOND_QUARTILE"
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    <div class="github-profile__calendar-week">
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            data-count="10"
            data-level="FIRST_QUARTILE"
            style="--github-profile-day-level: var(--github-profile-level-1)"></span>
      <span class="github-profile__calendar-day"
            data-date="2026-07-31"
            data-count="19"
            data-level="FIRST_QUARTILE"
            style="--github-profile-day-level: var(--github-profile-level-1)"></span>
      <span class="github-profile__calendar-day"
            data-date="2026-08-01"
            data-count="11"
            data-level="FIRST_QUARTILE"
            style="--github-profile-day-level: var(--github-profile-level-1)"></span>
    </div>
  </div>
  <div class="github-profile__calendar-legend" aria-hidden="true">
    <span class="github-profile__calendar-legend-label" data-legend="less">Less</span>
    <span class="github-profile__calendar-day github-profile__calendar-day--legend"
          data-level="NONE"
          style="--github-profile-day-level: var(--github-profile-level-0)"></span>
    <span class="github-profile__calendar-day github-profile__calendar-day--legend"
          data-level="FIRST_QUARTILE"
          style="--github-profile-day-level: var(--github-profile-level-1)"></span>
    <span class="github-profile__calendar-day github-profile__calendar-day--legend"
          data-level="SECOND_QUARTILE"
          style="--github-profile-day-level: var(--github-profile-level-2)"></span>
    <span class="github-profile__calendar-day github-profile__calendar-day--legend"
          data-level="THIRD_QUARTILE"
          style="--github-profile-day-level: var(--github-profile-level-3)"></span>
    <span class="github-profile__calendar-day github-profile__calendar-day--legend"
          data-level="FOURTH_QUARTILE"
          style="--github-profile-day-level: var(--github-profile-level-4)"></span>
    <span class="github-profile__calendar-legend-label" data-legend="more">More</span>
  </div>
</section><section class="github-profile__section github-profile__section--org-rollup">
<p class="github-profile__section-title" data-section="org-rollup" aria-hidden="true">Contributions by organization</p>
  <ul class="github-profile__org-rollup" aria-label="Contributions by organization">
    <li class="github-profile__org-roll"
        data-org="langchain-ai"
        data-owner-type="Organization"
        data-commits="1"
        data-issues="10"
        data-prs="1"
        data-reviews="0"
        data-total="12">
      <a class="github-profile__org-roll-name" href="https://github.com/langchain-ai" target="_blank" rel="noopener noreferrer">langchain-ai</a>
      <span class="github-profile__org-roll-stat" data-metric="commits"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M11.93 8.5a4.002 4.002 0 0 1-7.86 0H.75a.75.75 0 0 1 0-1.5h3.32a4.002 4.002 0 0 1 7.86 0h3.32a.75.75 0 0 1 0 1.5Zm-1.43-.75a2.5 2.5 0 1 0-5 0 2.5 2.5 0 0 0 5 0Z"/></svg> 1</span>
      <span class="github-profile__org-roll-stat" data-metric="prs"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"/></svg> 1</span>
      <span class="github-profile__org-roll-stat" data-metric="issues"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"/><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"/></svg> 10</span>
    </li>
    <li class="github-profile__org-roll"
        data-org="opensandbox-group"
        data-owner-type="Organization"
        data-commits="0"
        data-issues="5"
        data-prs="0"
        data-reviews="0"
        data-total="5">
      <a class="github-profile__org-roll-name" href="https://github.com/opensandbox-group" target="_blank" rel="noopener noreferrer">opensandbox-group</a>
      <span class="github-profile__org-roll-stat" data-metric="issues"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"/><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"/></svg> 5</span>
    </li>
    <li class="github-profile__org-roll"
        data-org="spotware"
        data-owner-type="Organization"
        data-commits="3"
        data-issues="0"
        data-prs="0"
        data-reviews="0"
        data-total="3">
      <a class="github-profile__org-roll-name" href="https://github.com/spotware" target="_blank" rel="noopener noreferrer">spotware</a>
      <span class="github-profile__org-roll-stat" data-metric="commits"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M11.93 8.5a4.002 4.002 0 0 1-7.86 0H.75a.75.75 0 0 1 0-1.5h3.32a4.002 4.002 0 0 1 7.86 0h3.32a.75.75 0 0 1 0 1.5Zm-1.43-.75a2.5 2.5 0 1 0-5 0 2.5 2.5 0 0 0 5 0Z"/></svg> 3</span>
    </li>
    <li class="github-profile__org-roll"
        data-org="stacklok"
        data-owner-type="Organization"
        data-commits="0"
        data-issues="3"
        data-prs="0"
        data-reviews="0"
        data-total="3">
      <a class="github-profile__org-roll-name" href="https://github.com/stacklok" target="_blank" rel="noopener noreferrer">stacklok</a>
      <span class="github-profile__org-roll-stat" data-metric="issues"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"/><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"/></svg> 3</span>
    </li>
    <li class="github-profile__org-roll"
        data-org="anthropics"
        data-owner-type="Organization"
        data-commits="0"
        data-issues="2"
        data-prs="0"
        data-reviews="0"
        data-total="2">
      <a class="github-profile__org-roll-name" href="https://github.com/anthropics" target="_blank" rel="noopener noreferrer">anthropics</a>
      <span class="github-profile__org-roll-stat" data-metric="issues"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"/><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"/></svg> 2</span>
    </li>
    <li class="github-profile__org-roll"
        data-org="modelcontextprotocol"
        data-owner-type="Organization"
        data-commits="0"
        data-issues="2"
        data-prs="0"
        data-reviews="0"
        data-total="2">
      <a class="github-profile__org-roll-name" href="https://github.com/modelcontextprotocol" target="_blank" rel="noopener noreferrer">modelcontextprotocol</a>
      <span class="github-profile__org-roll-stat" data-metric="issues"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"/><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"/></svg> 2</span>
    </li>
    <li class="github-profile__org-roll"
        data-org="EmpatDevelopment"
        data-owner-type="Organization"
        data-commits="0"
        data-issues="0"
        data-prs="1"
        data-reviews="0"
        data-total="1">
      <a class="github-profile__org-roll-name" href="https://github.com/EmpatDevelopment" target="_blank" rel="noopener noreferrer">EmpatDevelopment</a>
      <span class="github-profile__org-roll-stat" data-metric="prs"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"/></svg> 1</span>
    </li>
    <li class="github-profile__org-roll"
        data-org="MiniMax-AI"
        data-owner-type="Organization"
        data-commits="0"
        data-issues="1"
        data-prs="0"
        data-reviews="0"
        data-total="1">
      <a class="github-profile__org-roll-name" href="https://github.com/MiniMax-AI" target="_blank" rel="noopener noreferrer">MiniMax-AI</a>
      <span class="github-profile__org-roll-stat" data-metric="issues"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"/><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"/></svg> 1</span>
    </li>
    <li class="github-profile__org-roll"
        data-org="PrefectHQ"
        data-owner-type="Organization"
        data-commits="0"
        data-issues="1"
        data-prs="0"
        data-reviews="0"
        data-total="1">
      <a class="github-profile__org-roll-name" href="https://github.com/PrefectHQ" target="_blank" rel="noopener noreferrer">PrefectHQ</a>
      <span class="github-profile__org-roll-stat" data-metric="issues"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"/><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"/></svg> 1</span>
    </li>
    <li class="github-profile__org-roll"
        data-org="aegra"
        data-owner-type="Organization"
        data-commits="0"
        data-issues="1"
        data-prs="0"
        data-reviews="0"
        data-total="1">
      <a class="github-profile__org-roll-name" href="https://github.com/aegra" target="_blank" rel="noopener noreferrer">aegra</a>
      <span class="github-profile__org-roll-stat" data-metric="issues"><svg class="github-profile__icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"/><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"/></svg> 1</span>
    </li>
  </ul>
</section><section class="github-profile__section github-profile__section--languages">
<p class="github-profile__section-title" data-section="languages" aria-hidden="true">Languages by code volume</p>
  <ul class="github-profile__languages" aria-label="Languages by code volume">
    <li class="github-profile__lang"
        data-lang="Python"
        data-pct="57.2"
        style="--github-profile-lang-share: 57.2%">
      <span class="github-profile__lang-label">Python</span>
      <span class="github-profile__lang-pct">57.2%</span>
    </li>
    <li class="github-profile__lang"
        data-lang="Go"
        data-pct="20.8"
        style="--github-profile-lang-share: 20.8%">
      <span class="github-profile__lang-label">Go</span>
      <span class="github-profile__lang-pct">20.8%</span>
    </li>
    <li class="github-profile__lang"
        data-lang="TypeScript"
        data-pct="17.9"
        style="--github-profile-lang-share: 17.9%">
      <span class="github-profile__lang-label">TypeScript</span>
      <span class="github-profile__lang-pct">17.9%</span>
    </li>
    <li class="github-profile__lang"
        data-lang="JavaScript"
        data-pct="0.9"
        style="--github-profile-lang-share: 0.9%">
      <span class="github-profile__lang-label">JavaScript</span>
      <span class="github-profile__lang-pct">0.9%</span>
    </li>
    <li class="github-profile__lang"
        data-lang="HTML"
        data-pct="0.9"
        style="--github-profile-lang-share: 0.9%">
      <span class="github-profile__lang-label">HTML</span>
      <span class="github-profile__lang-pct">0.9%</span>
    </li>
    <li class="github-profile__lang"
        data-lang="Kotlin"
        data-pct="0.7"
        style="--github-profile-lang-share: 0.7%">
      <span class="github-profile__lang-label">Kotlin</span>
      <span class="github-profile__lang-pct">0.7%</span>
    </li>
    <li class="github-profile__lang"
        data-lang="C#"
        data-pct="0.6"
        style="--github-profile-lang-share: 0.6%">
      <span class="github-profile__lang-label">C#</span>
      <span class="github-profile__lang-pct">0.6%</span>
    </li>
    <li class="github-profile__lang"
        data-lang="Shell"
        data-pct="0.4"
        style="--github-profile-lang-share: 0.4%">
      <span class="github-profile__lang-label">Shell</span>
      <span class="github-profile__lang-pct">0.4%</span>
    </li>
  </ul>
</section>
    <p class="github-profile__attribution">
      <a href="https://github.com/alex-feel" target="_blank" rel="noopener noreferrer"><svg class="github-profile__icon github-profile__attribution-icon" width="1em" height="1em" viewBox="0 0 16 16" fill="currentColor" aria-hidden="true" focusable="false"><path d="M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82.64-.18 1.32-.27 2-.27s1.36.09 2 .27c1.53-1.04 2.2-.82 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.01 8.01 0 0 0 16 8c0-4.42-3.58-8-8-8z"/></svg> <span class="github-profile__attribution-login">@alex-feel</span> <span class="github-profile__attribution-suffix">on GitHub</span>
      </a>
    </p></article>



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