The open source iceberg
Agriya Khetarpal
licenses, livelihoods, and leadership

Slides to follow along
An iceberg
Above water 🏔️
Code contributions, documentation, visible PRs
Below water 🌊
Maintainer burden, OSPOs, licensing battles, funding mechanisms and charity, community governance, legal frameworks, business sustainability, sponsorships
Open source entry points
- GSoC, Outreachy, C4GT applications ✨
- GitHub green squares 📊
- Hacktoberfest PRs 🎃
- Scientific research 🧪
- Governments and OSPOs 🏛️
- ...and more
Ways to contribute to open source
- Pull requests for features and bug fixes
- Tutorials and educational content
- Issue triage and repository maintenance
- UI/UX design and graphics
- Translation and localisation
- Community outreach and IRC moderation
- Grant writing and funding support
- Financial donations to support the maintainers
- Computer science + applied math background
- Twenty-three years old and graduated in late 2024
- Software engineer at Quansight
- Privileged to contribute to the Scientific Python ecosystem and help maintain the Pyodide ecosystem
-
Other work: JupyterLite,
autograd
, and the PyBaMM ecosystem (Python Battery Mathematical Modelling) - Interested in
- Python packaging 📦🐍
- Scientific computing ➗🧪
- Compilers and toolchains 🛠️⛓️
- Documentation and technical writing 📝🌉
- ...and more 👾
About me 😁
Multiple hats in open source 🎩
🔧 Code contributions via features, bug fixes, triage
💬 Community management – managing our mailing list and moderating discussions on our Discord server
📱 Social media; across Twitter, Bluesky, LinkedIn, and Mastodon
🎯Design and architecture discussions, roadmaps, and governance alongside senior maintainers
One person, many roles!

A new entrant to in-browser literate programming
Try it now: https://jupyterlite.github.io/demo
in action

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open-source vs open source
- Google Style Guide: "open source"
- Red Hat: "open source"
- Microsoft: "open source"
Language evolution reflects ecosystem maturation¹
¹ Similar to how "email" replaced "e-mail"
- Founded: 1998
- Role: Definition steward
- 2025: AI Definition

Licenses and open source
March 2024: BSD → Restrictive licenses
Community reaction: Mass exodus, public forks (Valkey)
2025: Returns with AGPLv3 tri-licensing
📈 OpenTF Manifesto: 32,000+ GitHub stars
🚀 OpenTofu traffic 300% increase in
💼 Linux Foundation Governance takeover
✨ New features: State encryption, provider iteration
Lesson: Community can win

The Llama license
"If, on the Llama 3 version release date, the monthly active users of the products or services made available by or for Licensee, or Licensee's affiliates, is greater than 700 million monthly active users in the preceding calendar month, you must request a license from Meta"
Targets: TikTok/Bytedance, Snapchat, Twitter, Google, and other competitors
OSI verdict: NOT open source
Source: Meta Llama 3 Community License Agreement
Are open-source language models really open-source?
Open-source models | Open-weights models |
---|---|
Full source code ✅ | Model weights only |
Training data available ✅ | Training data hidden ❌ |
OSI compliant ✅ | Marketing term ❌ |
Examples: Pythia, OLMo | Examples: LLaMA, Grok |
Source-available Open source
Code visible ✅ | Code visible ✅ |
Use restrictions ❌ | Freedom to use ✅ |
Commercial limits ❌ | Commercial freedom ✅ |
Open source funding
The $7.7 billion mismatch
Organizations invest: $7.7B annually
Maintainers paid: 40% get $0
- 60% considered quitting¹
- Aging maintainer population²
- Security vulnerabilities³
- Burnout epidemic⁴
¹ Tidelift 2024 | ² GitHub Octoverse | ³ OpenSSF | ⁴ Sonar Study

Open Source Pledge
Minimum: $2,000 per developer annually
Goal: Sustainable maintainer compensation

and many more!
Global funding initiatives
Fund Amount Focus
GitHub Secure OSS | $1.25M | Security + Training |
Sovereign Tech Agency | €22M | Critical infrastructure |
Zerodha FLOSS | $1M | Indian projects |
OpenTeams REPOS | Variable | Community-driven projects |
Open Collective | $50M+ managed | Fiscal hosting |
Python Software Foundation | $3M+ grants | Python ecosystem |
India and open source initiatives
🇮🇳 🤝🏻 OSS (or it tries to)
"Open source first" government mandate
- All procurement considers FOSS alternatives
- #FOSS4GOV Innovation challenge
- CDAC BOSS Linux, localised government OS

- 70+ active projects including DigiLocker, UMANG, GeM
- Government-to-community collaboration
- Source code sharing for e-governance

Digital Personal Data Protection (DPDP) Act 2025
New rules create open source opportunities
- Consent management systems needed
- Breach notification infrastructure required
- Privacy-by-design implementations
- Transparency requirements will favour FOSS
GDP Impact: 0.9% → 4.2% by 2030*
*Source: World Economic Forum Digital Infrastructure Report
Open source program offices
What are OSPOs?
Corporate: Bloomberg (6,500+ developers), Hitachi (60→100 person team)
Academic: Johns Hopkins, UC Berkeley, Stanford, Syracuse
Government: US CMS, EU initiatives, India's CDAC
Functions: Strategy, compliance, community engagement, AI governance
OSPOs: success stories
Academic: UC Santa Cruz leads UC network
Corporate: 84% now manage AI infrastructure
Government: CMS pioneers federal open source
International: UN OSPOs for Good (700+ attendees)
From compliance to strategic advantage
The open source career ladder
Policy & Governance | Community & Product | Legal & Compliance |
---|---|---|
Public policy manager | Community manager | Privacy engineer |
Government affairs | Developer advocate | Data protection officer |
Standards coordinator | Technical evangelist | Compliance architect |
Policy analyst | Product manager | Legal counsel |
The open source career ladder
Content & Education | Technical Leadership | Operations |
---|---|---|
Technical writer | Open source architect | Program manager |
Documentation lead | Developer relations | Project coordinator |
Training specialist | Research engineer | Community operations |
Content strategist | Staff engineer | Release manager |
Key takeaways
🌊 Open source depths extend far beyond code
⚖️ Licensing shapes ecosystem trust and freedom
🇮🇳 India has its own FOSS policy frameworks
💼 Career opportunities span many disciplines
💰 Funding models are evolving rapidly
Resources to explore
Start today
- OpenForge.gov.in - India's government projects
- OpenSource.org - OSI definition and licenses
- GitHub.com/topics/ospo - OSPO resources
- OpenSourcePledge.com - Funding initiatives
- CURIOSS - Academic OSPO community
The iceberg awaits your exploration! 🏔️
Questions and discussion
"Understanding open source means exploring its depths"
Thank you for your time! Please feel free to say hello!

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agriyakhetarpal [at] outlook [dot] com
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These slides
The open source iceberg
By Agriya Khetarpal
The open source iceberg
A talk around the world of open source for the students at the Kalvium institute, mostly centred around open source licenses, the state of funding, and the various career pathways they can pursue – in an attempt to diversify and help rewire otherwise common perceptions of open source for an academically inquisitive audience.
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