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Indic Voice Technologies for an Inclusive Digital India: Toolkit for Developers

Nihar Desai, Sujith P., Harleen Kaur, Dona Mathew, Jyotsna Jayaram, Padmavathi Prasad, Thomas Vallianeth

Bhashini; Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ); FAIR Forward – Artificial Intelligence for All (2026), 70 pp.

"This toolkit sets out a layered, lifecycle-oriented approach to building inclusive and robust speech artificial intelligence (AI) systems. It brings together strategies for diverse and representative data collection, linguistically informed model training, rigorous quality control, and deployment o ... more

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Building an Open and Responsible Voice Technology Ecosystem: Policy Recommendations for Digital Inclusion in India

Bhashini; Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ); FAIR Forward – Artificial Intelligence for All (2026), 57 pp.

"This report examines key barriers to building open and responsible speech systems in India—from data collection and model development to infrastructure and responsible practices. It proposes policy recommendations and governance mechanisms to support an innovative and equitable voice-technology e ... cosystem. Key Recommendations: A. TREATING FOUNDATIONAL DATASETS AS PUBLIC GOODS: Foundational datasets for speech technologies are large, reusable corpora of audio, text, and metadata. They are curated to support a wide array of downstream applications, including automatic speech recognition (ASR), text-to-speech (TTS), and speech translation. Making foundational datasets available as digital public goods addresses market failures in voice-technology ecosystems and promotes local economic innovation. The report identifies challenges arising from the linguistic diversity and nuance of Indian languages, infrastructural barriers, the absence of common data standards that create governance gaps, and unresolved intellectual property and privacy issues. Policy recommendations for building foundational language datasets include clarifying and revisiting existing laws to enable the use of publicly available material, ensuring sustainable investments supported by government and blended finance techniques, and instituting strong governance systems with shared standards, coordinated repositories, and independent quality assurance. B. BUILDING OPEN AND REPRESENTATIVE MODELS: India’s success in inclusive voice technologies depends on whether speech systems perform well across the country’s linguistic and social diversity. Today, limited openly available datasets, inadequate evaluation benchmarks, and uneven access to compute have resulted in models that perform inconsistently across languages, accents, and demographic groups, especially those from rural, low-resource, or marginalised communities. Strengthening India’s ecosystem requires further investment in data, evaluation, and infrastructure. Benchmarking should be built around open evaluation datasets and transparent leaderboards providing common baselines for developers, improving procurement standards, and helping assess performance across diverse languages and speaker groups. On the infrastructure side, platforms such as Bhashini, ULCA, and AI Kosh offer strong foundations although effective operation hinges on sustained governance, clear access protocols, and long-term funding models. C. INSTITUTIONALISING SUSTAINABLE OPEN-SOURCE INFRASTRUCTURE: Speech datasets place far greater demands on storage, bandwidth, and compute than text data, making the financing and governance of longterm hosting a central challenge for India’s voice-tech ecosystem. A fragmented licensing landscape adds further uncertainty: overlapping or incompatible terms across data, code, model weights, and evaluation sets impose substantial compliance burdens on small actors, while enforcement gaps allow misuse with little recourse. Sustaining open, equitable development requires treating dataset hosting as durable public digital infrastructure rather than grant-based, project-specific assets. By international standards, India’s emerging platforms, such as AI Kosh, provide a remarkable foundation. However, they require longterm funding, transparent governance, and clear access pathways for non-government contributors. Collaborative stewardship models, such as the Mozilla Data Collective, can help establish shared quality norms and consistent metadata conventions. D. STRENGTHENING RESPONSIBLE DEPLOYMENT: Deploying speech technologies responsibly requires more than high-performance models; it depends on safe systems, contextually appropriate use, and clear accountability. Existing data practices lack value-sharing mechanisms, leaving communities and researchers without recognition or benefitsharing, even as their contributions fuel commercial products. Risks of misuse, including voice cloning, phishing, and deepfake-driven misinformation, are rising, and unintended harms like linguistic exclusion, biased performance across accents and genders, and the erosion of regional language identities remain widespread. Addressing these gaps requires structural guardrails that embed fairness, transparency, and accountability into deployment workflows. Preventing misuse demands a combination of technical safeguards, stronger legal pathways, and widespread public literacy efforts to help users recognise risks and exercise their rights. The report argues that a strong ecosystem requires more than innovation funding. Building open-source foundations—including language datasets, standards, collection protocols and responsible AI frameworks—promotes demand-driven local innovation. It is therefore essential that the state plays an active, shaping role, much as it has in the development of digital public infrastructure. In the context of voice technology, this involves both investing in commercially viable languages and sustaining low-resource languages that are vital for inclusion but unlikely to attract private capital. Open-source assets can reduce costs for the public and private sector alike. However, they demand long-term planning and financing for hosting, maintenance, and updates. These assets can be supported through blended-finance models that pool public, philanthropic, and commercial resources. Emerging national initiatives, such as the proposed AI marketplaces, can further structure participation, transparency, and value-sharing across data, annotation, and deployable models." (Executive summary, pages 9-11) more

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Advancing Open Source AI in India: Recommendations for Governments & Technology Developers

Aarushi Gupta, Anushka Jain, Urvashi Aneja, Shreeja Sen

Bonn; Delhi; Noida (IN): Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ); FAIR Forward – Artificial Intelligence for All; NASSCOM (2026), 80 pp.

"[...] this brief positions open source AI as a strategic policy option within India’s evolving AI ecosystem. It unpacks the critical importance of openness for India’s digital future, crystallising the key opportunities it offers to governments and developers alike. In doing so, it also explore ... more

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Open Source Software Trap: Our Fatal Business Model Flaw

Nadia Andrada

ICTworks, July 1 (2025)

"I’ve been building open source software technology for NGOs for over a decade, and I have a confession: we’ve been living a lie. For years, I firmly believed that open source was the moral imperative that would democratize technology for the Global South. I championed platforms that could be fr ... more

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Rethinking Open Source in the Age of Foundational AI Models
Deep Insights

Greg Maly

ICTworks, July 29 (2025)

"As the global artificial intelligence community wrestles with the tension between scale and accessibility, recent work by researchers at Lelapa AI offers a compelling example of what inclusive, efficient AI can look like. Around the world, the push to shrink massive language models into deployable, ... more

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Open Source Investigation Toolkit
Key Guides

Bellingcat (2024)

"More than 80 percent of open source researchers that participated in two Bellingcat surveys indicated that finding the right tools can be challenging. This is where our new Online Investigations Toolkit comes in: it not only helps you discover tools in categories like satellite imagery and maps, so ... more

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The power and limits of data for peace: Improving the EU conflict early warning system for more effective prevention

Sarah Bressan

Luxembourg: European Union Institute for Security Studies (2024), 8 pp.

"The EU’s conflict early warning system is a good example of how to integrate quantitative risk forecasting with traditional diplomatic and intelligence analyses to support the prevention of violent conflict. The system holds important lessons for other multi-method and multi-source early warning ... more

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Digital Development Guidebook

Christopher Neu, Nora Lindström, Ziad Al Achkar, Yohan Perera

NetHope; Catholic Relief Services (CRS) (2024), 56 pp.

"The three themes selected for exploration in this guidebook are: digital public goods, digital localization, and digital skills and rights. While none of these are new themes in technology and international development programming, they each represent increasingly important considerations for optim ... izing digital investments and rethinking the way. and rethinking the way digital development actors operate and create change through leveraging technology. DIGITAL LOCALIZATION. In response to growing development challenges with scarce resources, digital development practitioners are increasingly recognizing the benefits of greater access for local actors to resources, partnerships, decision making, and capacity strengthening. Exploring best practices for digital adaptation to specific contexts, reviewing lessons learned in fostering local ownership and local tech leadership, and understanding donor perspectives and consensus agreements such as the Grand Bargain will all be key steps in planning technology strategies effectively. It is important to note that the sector lacks a common definition of localization and its intended outcomes. DIGITAL PUBLIC GOODS. As digital development organizations have come to integrate technology into their strategy and approach, the reliance on proprietary solutions has brought challenges for sustainability and working with local partners from smaller NGOs to government entities. Building on developments in Digital Public Infrastructure (DPI), Digital Public Goods (DPGs) offer implementers new opportunities to reimagine approaches to better serve communities in need. DIGITAL SKILL AND RIGHTS. Digital transformation and local ownership must be built on a foundation of digital rights and digital skills to help create a more informed, equitable, and connected society. This past decade highlighted the need to apply international human rights to the digital arena and the interconnectedness of digital rights with physical protection. Donors and implementers must both align on issues such as access to information, privacy and security, and freedom of expression if digital investments are to yield sustainable societal outcomes and development impact. Local governments have an essential role to play in enabling the environment that allows a digital ecosystem to flourish and be free. Broad regulations such as GDPR, as well as organizational strategies by Oxfam and others to prioritize these insights will be key." (Introduction to key themes, pages 17-18) more

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Mentorship toolkit: Creating sustainable business and funding models with open source AI

Villgro Africa

Bonn; Eschborn: Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ); FAIR Forward - Artificial Intelligence for All (2024), 48 pp.

"This toolkit is designed to help you create and run a successful mentorship program that will support and empower opensource AI entrepreneurs to develop sustainable businesses and funding models for their projects. Open source AI is a rapidly growing field that offers many opportunities for innovat ... more

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Co-creating our digital future: How open-source technology can expand inclusive digital public infrastructure

Chrissy Meier, Heath Arensen

Digital Impact Alliance (dial) (2023), 18 pp.

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Der Kampf um das Internet: Wie Wikipedia, Mastodon und Co. die Tech-Giganten herausfordern

Stefan Mey

München: Beck (2023), 236 pp.

"Mehr Freiheit und mehr Demokratie waren die großen Versprechen des Internets. Doch inzwischen konzentriert sich die Macht bei einigen wenigen Tech-Giganten. Dabei bietet das Netz selbst eine Lösung, um sein ursprüngliches Freiheitsversprechen zu bewahren: die nichtkommerzielle digitale Gegenwelt ... more

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Von Fakten und Vorsicht: Open Source Intelligence für die Friedensförderung

Christina Bermann-Harms, Nina Strumpf

Bonn: FriEnt - Arbeitsgemeinschaft Frieden und Entwicklung (2023), 16 pp.

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Revised Guidelines on the Inclusion of Learners with Disabilities in Open and Distance Learning (ODL)

Dianne Chambers, Zeynep Varoglu

Paris: UNESCO (2023), 39 pp.

"These Guidelines recognize the value of ODL as one of the most sustainable methods for overcoming the educational barriers faced by persons with disabilities. They also highlight and illustrate the facets of an ODL- facilitated education system using open educational resources (OER), free and open- ... more

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Fostering Open Source Software Security: Blueprint for a Government Cybersecurity Open Source Program Office

Sven Herpig

Berlin: Stiftung Neue Verantwortung (2023), 44 pp.

"Open source software (OSS) is the backbone and driver of digitization across sectors worldwide. This makes OSS a cornerstone of every society and economy, including the core of national security concerns. Therefore, governments have a vested interest in OSS security. At the same time, governments, ... more

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Report on Open Source Digital Safety Tool Ecosystem

Internews (2022), 18 pp.

"This is a report on the health of the open-source digital safety tool ecosystem that draws from the BASICS experience. Internews' BASICS project (Building Analytical and Support Infrastructure for Critical Security tools) was a 30-month initiative to strengthen the capacity of open source digital s ... more

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Digital Public Goods Platforms for Development: The Challenge of Scaling

Brian Nicholson, Petter Nielsen, Sundeep Sahay, Johan Ivar Sæbø

Information Society, volume 38, issue 5 (2022), pp. 364-376

"In this article we consider the notion of digital global public good and articulate our understanding of it. Against this conceptual foil, we examine the development of DHIS2 (District Health Information Software Version 2), a global health platform inspired by public goods, focusing on the paradox ... more

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Open Science for Peacebuilding Toolkit

Obialunanma Nnaobi, Kersti Ruth Wissenbach, Geraldine de Bastion, Obasegun Ayodele, Ana Rocío Sandres (eds.)

Berlin: Global Innovation Gathering (GIG); Vilsquare (2022), 43 pp.

"The aim of this Open Science and Peacebuilding Toolkit is to provide an open, living collection of resources for innovation hubs operating in conflict or post-conflict environments, creating a joint framework for open science and peacebuilding in action. It seeks to enable makerspaces across the wo ... more

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Digital Civil Society: Access OpenTech

Gitte Zschoch (ed.)

Stuttgart: Institut für Auslandsbeziehungen (ifa) (2022), 52 pp.

"Both the challenges to a democratic internet and challenges to internet access make clear that good digital products accessible to us all are not natural byproducts of digitalisation. Instead, they require coordinated proactive and joint efforts by the global community in order to come into being. ... more

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Public Money? Public Code! A Basic Guide to Open Source for Governments and Civil Society

Franklin Weng

Potsdam: Friedrich Naumann Foundation (2022), 25 pp.

"The FNF Global Innovation Hub published in 2022 this guide using easily understandable language and examples of daily scenario that civil servants and the public encounter to help readers to painlessly grasp technical terms such as open source, FLOSS software, and open standard. Also, the Guide exp ... more

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FOSStering Democracy: Threats and Successes in Counter-Authoritarian Software Development

Chris Doten, Madeleine Nicoloff, Moira Whelan

National Democratic Institute (NDI) (2022), 20 pp.

Rethinking Open Source in the Age of Foundational AI Models Deep Insights

Open Source Investigation Toolkit Key Guides

Rethinking Open Source in the Age of Foundational AI Models
Deep Insights

Open Source Investigation Toolkit
Key Guides