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<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Google Summer of Code — Hugging Science</title>
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<style>
*, *::before, *::after { box-sizing: border-box; margin: 0; padding: 0; }
:root {
/* Hugging Face brand colors */
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/* ─── HERO ─── */
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/* ─── TABS ─── */
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/* ─── CONTENT STYLES ─── */
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/* Steps timeline */
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.step-desc {
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/* ─── IDEAS LIST TAB ─── */
.ideas-header {
display: flex;
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margin-bottom: 24px;
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gap: 16px;
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.ideas-header h2 {
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.idea-card h3 {
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.badge-lg { background: var(--color-accent-soft); color: var(--color-accent); }
.badge-ai { background: var(--color-purple-soft); color: var(--color-purple); }
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/* ─── FOOTER ─── */
.site-footer {
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.site-footer a:hover { text-decoration: underline; }
/* ─── RESPONSIVE ─── */
@media (max-width: 640px) {
.hero { padding: 48px 16px 32px; }
.tabs-container { padding: 0 16px; }
.tab-btn { padding: 12px 16px; font-size: 0.9rem; }
.card { padding: 24px; }
.idea-card { padding: 20px; }
.idea-card-header { flex-direction: column; }
.guidance-grid { grid-template-columns: 1fr; }
.steps { grid-template-columns: 1fr 1fr; }
}
</style>
</head>
<body>
<!-- ─── HERO ─── -->
<section class="hero">
<div class="hero-badge">
<img src="assets/HuggyLab.png" alt="Huggy Lab" width="24" height="24" style="border-radius: 4px;" />
Hugging Science
</div>
<h1>Google Summer of Code 2026</h1>
<p class="hero-subtitle">
Welcome to Hugging Science — part of the Hugging Face ecosystem dedicated to ML for science.
Join our community building tools that enable more people to work on interesting scientific problems.
</p>
<div class="hero-meta">
<div class="hero-meta-item">
<svg width="16" height="16" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><rect x="3" y="4" width="10" height="9" rx="1"/><path d="M3 7h10M6 2v3M10 2v3"/></svg>
Applications open March 2026
</div>
<div class="hero-meta-item">
<svg width="16" height="16" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="8" cy="8" r="6"/><path d="M8 5v3l2 2"/></svg>
12+ week coding period
</div>
<div class="hero-meta-item">
<svg width="16" height="16" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M8 2L10 6H14L11 9L12 13L8 10.5L4 13L5 9L2 6H6Z"/></svg>
Stipend provided
</div>
</div>
</section>
<!-- ─── TABS ─── -->
<div class="tabs-container">
<div class="tab-bar" role="tablist">
<button class="tab-btn active" role="tab" aria-selected="true" data-tab="guidance">
📋 Contributor Guidance
</button>
<button class="tab-btn" role="tab" aria-selected="false" data-tab="ideas">
💡 Ideas List
</button>
</div>
<!-- ═══════════════════════════════════════════ -->
<!-- TAB 1 — CONTRIBUTOR GUIDANCE -->
<!-- ═══════════════════════════════════════════ -->
<div id="panel-guidance" class="tab-panel active" role="tabpanel">
<div class="content-grid">
<!-- APPLICATION STEPS -->
<div class="card full-width" style="grid-column: 1 / -1;">
<div class="card-icon orange">
<svg width="22" height="22" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M3 12l4 4L19 4"/></svg>
</div>
<h3>How to Apply</h3>
<p>Follow these steps to submit a strong application. Start early — the more you engage with our community before applying, the better your chances.</p>
<div class="steps">
<div class="step">
<div class="step-number">01</div>
<div class="step-label">Explore</div>
<div class="step-desc">Read through our Ideas List and find a project that excites you.</div>
</div>
<div class="step">
<div class="step-number">02</div>
<div class="step-label">Engage</div>
<div class="step-desc">Join our community channels, introduce yourself, and start a conversation with mentors.</div>
</div>
<div class="step">
<div class="step-number">03</div>
<div class="step-label">Contribute</div>
<div class="step-desc">Make a small contribution — fix a bug, improve docs, or submit a small feature.</div>
</div>
<div class="step">
<div class="step-number">04</div>
<div class="step-label">Propose</div>
<div class="step-desc">Write and submit your proposal on the GSoC website before the deadline.</div>
</div>
</div>
</div>
<div class="guidance-grid">
<!-- APPLICATION REQUIREMENTS -->
<div class="card">
<div class="card-icon green">
<svg width="22" height="22" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M4 4h14v14H4z"/><path d="M8 8h6M8 11h4"/></svg>
</div>
<h3>Application Requirements</h3>
<p>Please include the following in your application:</p>
<ul>
<li>A brief CV</li>
<li>What interests you most about this project?</li>
<li>What do you think will be challenging about this project?</li>
<li>What experience can you rely on to address these challenges?</li>
<li>As mentors, how can we get the best out of you?</li>
<li>Are you studying or working on anything else during the program?</li>
<li>What techniques and tools do you use to stay organized?</li>
</ul>
</div>
<!-- PROPOSAL TIPS -->
<div class="card">
<div class="card-icon orange">
<svg width="22" height="22" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="11" r="8"/><path d="M11 7v4l3 3"/></svg>
</div>
<h3>Project Plan & Timeline</h3>
<p>Your proposal must include a well-defined schedule:</p>
<ul>
<li>Select a project from the ideas page, or propose your own (discuss with mentors first)</li>
<li>Include a detailed weekly schedule with clear milestones and deliverables</li>
<li>For your own ideas: include outline, goals, and weekly schedule</li>
<li>List any other commitments during the GSoC period (exams, classes, holidays, jobs, weddings, etc.)</li>
<li>We can work around a lot of things — it helps to know in advance!</li>
</ul>
</div>
<!-- COMMUNITY -->
<div class="card">
<div class="card-icon blue">
<svg width="22" height="22" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><circle cx="11" cy="8" r="4"/><path d="M3 20c0-4 4-7 8-7s8 3 8 7"/></svg>
</div>
<h3>Join Our Community</h3>
<p>Become a member of an awesome community working on ML for science!</p>
<ul>
<li>Join the <strong><a href="https://huggingface.co/hugging-science" target="_blank" rel="noopener">Hugging Science organization</a></strong> on Hugging Face</li>
<li>Connect with us on <strong><a href="https://discord.com/invite/VYkdEVjJ5J" target="_blank" rel="noopener">Discord</a></strong></li>
<li>Read the contributor docs and developer guides</li>
<li>Ask thoughtful questions — show that you've done your homework first</li>
<li>Be respectful of mentors' time — they're volunteers</li>
<li>Participate in discussions, code reviews, and community calls</li>
</ul>
</div>
<!-- ELIGIBILITY -->
<div class="card">
<div class="card-icon green">
<svg width="22" height="22" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M3 12l4 4L19 4"/></svg>
</div>
<h3>Eligibility & Expectations</h3>
<p>Make sure you meet the requirements and understand what's expected.</p>
<ul>
<li>You must be 18 years or older at time of registration</li>
<li>Open to students and beginners to open source</li>
<li>Commit to 12+ weeks of active development (175 or 350 hours)</li>
<li>Regular check-ins with your mentor (at least weekly)</li>
<li>Participate in midterm and final evaluations</li>
<li>All code must be open source under the project's license</li>
</ul>
</div>
<!-- DOS AND DONTS -->
<div class="card">
<div class="card-icon green">
<svg width="22" height="22" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><path d="M11 2l3 6h6l-5 4 2 6-6-4-6 4 2-6-5-4h6z"/></svg>
</div>
<h3>DOs and DON'Ts</h3>
<p>Keep these in mind throughout the application process.</p>
<ul>
<li><strong>Do</strong> start engaging with the community early</li>
<li><strong>Do</strong> make small contributions before applying</li>
<li><strong>Do</strong> ask mentors for feedback on your draft proposal</li>
<li><strong>Don't</strong> submit a proposal without talking to us first</li>
<li><strong>Don't</strong> use AI to write your proposal — we can tell</li>
<li><strong>Don't</strong> apply to more than 2–3 orgs without genuine interest</li>
</ul>
</div>
</div>
</div>
</div>
<!-- ═══════════════════════════════════════════ -->
<!-- TAB 2 — IDEAS LIST -->
<!-- ═══════════════════════════════════════════ -->
<div id="panel-ideas" class="tab-panel" role="tabpanel">
<div class="content-grid">
<div class="ideas-header">
<h2>Project Ideas for GSoC 2026</h2>
<div class="filter-bar">
<button class="filter-btn active" data-filter="all">All</button>
<button class="filter-btn" data-filter="md">Medium</button>
<button class="filter-btn" data-filter="lg">Large</button>
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<p style="color: var(--color-ink-secondary); margin-bottom: 16px; font-size: 0.95rem;">
These are suggested project ideas. You're welcome to propose your own idea — just discuss it with a mentor first!
</p>
<!-- IDEA 1 -->
<div class="idea-card" data-size="lg">
<div class="idea-card-header">
<h3>Unified MLIP Library</h3>
<div class="idea-badges">
<span class="badge badge-lg">Large — 350 hrs</span>
<span class="badge badge-ai">AI/ML</span>
</div>
</div>
<p>
It would be great to access MLIPs (Machine Learning Interatomic Potentials) directly from Hugging Face.
This project involves creating a common Python object to describe Systems, with two main possibilities being
<code>torchsim.SimState</code> or <code>ase.Atoms</code>.
</p>
<div class="idea-meta">
<div class="idea-meta-item"><strong>Mentors:</strong> Thomas Loux (Altrove), Georgia Channing (Hugging Face)</div>
<div class="idea-meta-item"><strong>Difficulty:</strong> Intermediate</div>
<div class="idea-meta-item">
<strong>Skills:</strong>
<div class="idea-skills">
<span class="skill-tag">Python</span>
<span class="skill-tag">PyTorch</span>
<span class="skill-tag">ASE</span>
<span class="skill-tag">molecular simulation</span>
</div>
</div>
</div>
</div>
<!-- IDEA 2 -->
<div class="idea-card" data-size="lg">
<div class="idea-card-header">
<h3>Building Protein Generation Pipelines</h3>
<div class="idea-badges">
<span class="badge badge-lg">Large — 350 hrs</span>
<span class="badge badge-ai">AI/ML</span>
</div>
</div>
<p>
Most protein generation pipelines are built with a sequence of diffuser, folder, and then scorer.
We want those to be plug and play — making it easy to swap components and build custom pipelines
for protein design workflows.
</p>
<div class="idea-meta">
<div class="idea-meta-item"><strong>Mentor:</strong> Georgia Channing (Hugging Face)</div>
<div class="idea-meta-item"><strong>Difficulty:</strong> Advanced</div>
<div class="idea-meta-item">
<strong>Skills:</strong>
<div class="idea-skills">
<span class="skill-tag">Python</span>
<span class="skill-tag">diffusion models</span>
<span class="skill-tag">protein folding</span>
<span class="skill-tag">pipelines</span>
</div>
</div>
</div>
</div>
<!-- IDEA 3 -->
<div class="idea-card" data-size="md">
<div class="idea-card-header">
<h3>Supporting Scientific Data Types</h3>
<div class="idea-badges">
<span class="badge badge-md">Medium — 175 hrs</span>
</div>
</div>
<p>
We want to be able to load FASTA, FASTQ, mmCIF, and HDF5 files quickly for machine learning.
We've recently added some of this functionality, but there is so much more to be done and
documentation is needed for all of it.
</p>
<div class="idea-meta">
<div class="idea-meta-item"><strong>Mentor:</strong> Georgia Channing (Hugging Face)</div>
<div class="idea-meta-item"><strong>Difficulty:</strong> Beginner-friendly</div>
<div class="idea-meta-item">
<strong>Skills:</strong>
<div class="idea-skills">
<span class="skill-tag">Python</span>
<span class="skill-tag">data formats</span>
<span class="skill-tag">documentation</span>
<span class="skill-tag">bioinformatics</span>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
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