What they call their work
What they do
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AI Governance and Ethical Research 2 activities
- AI auditing services for academic integrityProvides auditing services to detect unethical AI use in academic theses and journal publications, ensuring compliance with scholarly standards and promoting responsible AI adoption in research.
- Production of meta-analysis reports on Large Language Model performanceProduces semiannual meta-analysis reports on LLM benchmarks using peer-reviewed insights and standardized evaluation frameworks to advance research transparency and methodological rigor in AI.
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Teacher Professional Development 1 activity
- AI training and capacity building for educational and nonprofit institutionsOffers workshops, seminars, and consultancy services to schools, universities, and nonprofits on ethical and sustainable integration of AI technologies, enhancing organizational capability and digital literacy.
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Data & Technology Capacity Building 1 activity
- Data integration and cleaning services for survey platformsProvides data integration services for survey data from platforms like SurveyMonkey, including cleaning, structuring, and preparing datasets for analysis to support research and evaluation efforts.
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Uncategorized 6 activities
- Archiving and maintenance of longitudinal financial and economic research dataOperates a searchable digital archive of S&P 500 data from 2000 to present, including market trends, SEC filings, sentiment, and Commitment of Traders (COT) data, to support economic and financial research.
- Conversion of complex documents and visual data into structured, AI-ready formatsUses advanced optical character recognition (OCR), including Maple OCR Level 2 & 3, to convert complex visual content such as plots, charts, and static documents into structured, machine-readable data. This includes transforming non-digital or image-based information into formats suitable for AI processing and research.
- Modernization and preservation of legacy software codebasesConverts outdated or proprietary code—such as Thinkscript from Thinkorswim—into modern, open, and reusable programming languages like Python. This ensures long-term functionality, accessibility, and sustainability of digital tools and systems.
- Peer review services using agentic AI frameworksDelivers peer review services powered by agentic AI systems to uphold high academic standards in publishing and research, improving efficiency and consistency in evaluation processes.
- Provision of cleaned medical datasets for nonprofit and academic researchPrepares and provides cleaned versions of the MIMIC III medical dataset for use in research and education, enabling accurate analysis in academic and nonprofit settings while reducing data preprocessing burdens.
- Transformation of static documents into interactive digital formatsConverts static PDFs and other fixed-format documents into interactive, fillable forms to improve accessibility, usability, and digital archiving. This service supports both individual users and institutions in modernizing legacy documentation.
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Who runs it
- Ayanda Dube — Director
- Christian Munashe Shirichena — Director
- Mordecai Machazire — President/ Executive Director
Who they work with
- GoFundMe Funder — Platform used for targeted fundraising with transparent reporting.
- Gravatar Partner — Integrates Gravatar for commenter avatar display.
- Gravatar Partner — Provides commenter avatars for the organization's website.
- PayPal Giving Fund Funder — Platform used for targeted fundraising with transparent reporting.
How they approach the work
Named approaches extracted from this org’s sources. Where others share an approach, follow it to see the full set of orgs running it.
- AI-Driven Information Preservation and Restorationmethodology: ai_driven_restorationBy using advanced AI models like Diffusion LLM to restore and archive degraded documents and data, the organization ensures long-term knowledge accessibility, because AI enhances the speed, accuracy, and scalability of reconstructing vital but deteriorating information assets.
- Democratizing Ethical AI for Public Accessmethodology: democratizing_ethical_aiBy providing open-source AI tools and training to schools, clinics, and underserved communities, the organization improves access to essential information and services, because equitable technology access enables marginalized institutions to independently retrieve and use complex data.