Shared Source Initiative

    Our initiative is focused on continuously fine-tuning engines with high-quality, domain-specific data — across both frontier/SOTA LLMs and models optimized for the edge. We crowdsource expertise and data to build shared-source models that support specific business domains of knowledge work, making sovereign AI accessible to every organization.

    Open Call for Contributors

    Want to contribute to building state-of-the-art open-source domain models?

    All contributors receive free access to the model they contributed towards. Join us in building the next generation of specialized AI.

    Reach out at vc@tuningengines.com

    First Initiative — Now Active

    Application Computer Usage Model

    What We're Building

    A state-of-the-art Application Computer Usage Model built by taking the largest open-source dataset of computer-use recordings relating to application usage and embedding it into Qwen OSS multi-modal embeddings.

    This model will understand how humans interact with software applications — clicks, navigation flows, form filling, data entry — enabling AI agents that can truly operate desktop and web applications the way people do.

    Technical Approach

    • Largest open-source computer-use recording dataset
    • Qwen multi-modal embedding architecture
    • Application-specific interaction pattern recognition
    • Cross-platform UI understanding (desktop & web)
    • Action sequence prediction and replay
    • Crowdsourced data from real-world application usage
    Coming Next

    Planned Domain-Specific Models

    Our continuous fine-tuning initiative extends across critical business domains — building and refining specialized models on both frontier and edge architectures as the community grows.

    Clinical Medical Reasoning

    Domain-specific LLM trained on medical literature, clinical notes, and diagnostic reasoning patterns.

    Planned

    Legal Document Analysis

    Fine-tuned model for contract review, case law analysis, and regulatory compliance workflows.

    Planned

    Financial Analysis & Reporting

    Specialized model for earnings analysis, risk assessment, and financial document understanding.

    Planned

    Scientific Research Assistant

    Model trained on research papers, lab protocols, and scientific methodology across disciplines.

    Planned

    Shape the Future of Domain AI

    Whether you have data, expertise, or compute to contribute — we'd love to collaborate. Every contributor gets free access to the model they helped build.