> ## Documentation Index
> Fetch the complete documentation index at: https://developer.upsun.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Nicolas Gommenginger

> Articles written by Nicolas Gommenginger.

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    <a href="https://www.linkedin.com/in/nicolas-gommenginger" target="_blank" rel="noopener noreferrer" className="inline-flex items-center gap-1.5 px-3 py-1.5 rounded-full border border-gray-200 dark:border-white/10 text-sm text-gray-700 dark:text-gray-300 hover:border-primary dark:hover:border-primary-light transition-colors">LinkedIn</a>
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  <a href="/posts/discussions/why-ai-agents-need-cloud-sandboxes" className="blog-card group rounded-xl bg-card border-theme card-hover shadow-sm hover:shadow-md transition-all overflow-hidden flex flex-col">
    {`/images/posts/discussions/why-ai-agents-need-cloud-sandboxes/why-ai-agents-need-cloud-sandboxes.png` !== '' && (
          <div className="blog-card-img-wrap">
            <img src="/images/posts/discussions/why-ai-agents-need-cloud-sandboxes/why-ai-agents-need-cloud-sandboxes.png" alt="Why AI agents need cloud sandboxes" className="blog-card-img" />
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        {`discussions` !== '' && (
                      <span className="text-xs font-semibold uppercase tracking-wider px-2 py-0.5 rounded-md bg-accent-badge border border-accent-soft text-accent">
                        discussions
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                    )}

        <span className="text-xs text-subtle">Tuesday, March 31st 2026</span>
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      <h3 className="blog-card-title group-hover:text-accent transition-colors">Why AI agents need cloud sandboxes</h3>
      <p className="blog-card-desc">AI agents run real commands on real systems. Learn why cloud sandboxes with production data beat local isolation for safe AI agent workflows.</p>
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  <a href="/posts/discussions/how-product-managers-use-preview-environments-and-ai-to-prototype" className="blog-card group rounded-xl bg-card border-theme card-hover shadow-sm hover:shadow-md transition-all overflow-hidden flex flex-col">
    {`/images/posts/discussions/how-product-managers-use-preview-environments-and-ai-to-prototype/how-product-managers-use-preview-environments-and-ai-to-prototype.webp` !== '' && (
          <div className="blog-card-img-wrap">
            <img src="/images/posts/discussions/how-product-managers-use-preview-environments-and-ai-to-prototype/how-product-managers-use-preview-environments-and-ai-to-prototype.webp" alt="How product managers use preview environments and AI to prototype" className="blog-card-img" />
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        )}

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        {`discussions` !== '' && (
                      <span className="text-xs font-semibold uppercase tracking-wider px-2 py-0.5 rounded-md bg-accent-badge border border-accent-soft text-accent">
                        discussions
                      </span>
                    )}

        <span className="text-xs text-subtle">Thursday, March 5th 2026</span>
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      <h3 className="blog-card-title group-hover:text-accent transition-colors">How product managers use preview environments and AI to prototype</h3>
      <p className="blog-card-desc">Learn how product managers at Upsun use AI coding assistants and preview environments to prototype feature ideas, validate concepts with real data, and share interactive demos with stakeholders.</p>
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