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<!DOCTYPE html>
<html lang="en">
<head>
<title>AgentCon / MCPCon: AI and Open Source Mentorship</title>
<meta charset="utf-8" />
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name="description"
content="Boots-on-the-ground findings from a 100-person open source mentorship cohort: how AI helped contributors stay engaged, and how it made skill-gap identification harder."
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<h1>AgentCon / MCPCon: AI and Open Source Mentorship</h1>
<div class="talk-meta">
<span>
<i class="fas fa-calendar-alt" aria-hidden="true"></i>
22&ndash;23 October 2026
</span>
<span>
<i class="fas fa-map-marker-alt" aria-hidden="true"></i>
San Jose, CA, USA
</span>
<span>
<i class="fas fa-user-tag" aria-hidden="true"></i>
Speaker (Pending)
</span>
</div>
<div class="talk-links">
<a href="https://events.linuxfoundation.org/agntcon-mcpcon-north-america/" target="_blank" rel="noopener noreferrer">
<i class="fas fa-external-link-alt" aria-hidden="true"></i>
AgentCon / MCPCon North America
</a>
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<p class="pending-notice">
<i class="fas fa-clock" aria-hidden="true"></i>
CFP submitted &mdash; pending review. This page will be updated if the talk is accepted.
</p>
<hr />
<section>
<h2>Overview</h2>
<p>
Earlier this year I ran a cohort with over 100 mentees focused entirely on open-source contributions
and emulating a real-world developer workflow. There were 14 teams, participants sent over 16,000
messages in the Discord, and 651 contributions were reviewed. Then I ran an exit survey.
</p>
<p>
The results were telling: 71% of participants used AI to augment their work, and 58% wished I had
provided better guidelines around how to do so. That last metric was the lowest-rated portion of the
entire experience.
</p>
<p>
This talk shares the boots-on-the-ground findings: what the data show, how AI helped participants
stay engaged, and how it made it harder to identify skill gaps that led to contributor churn.
</p>
</section>
<section>
<h2>Key Takeaway</h2>
<p>
AI is drastically reshaping the open source ecosystem. It is the core driver of the gap between
contributors who stay and contributors who churn. As MCP-enabled tooling continues to redefine what
"AI-augmented workflow" means, mentorship becomes more important than ever &mdash; and the lessons from
this cohort belong to every maintainer.
</p>
<p>
We need to adapt to the ever-changing agentic AI domain. The talk ends with concrete guidance on how
to do that.
</p>
</section>
<hr />
<a class="back-link" href="/">
<i class="fas fa-arrow-left" aria-hidden="true"></i>
Back to all talks
</a>
</main>
</body>
</html>