Building the intelligence layer for cross-domain, uncertainty-resilient AI systems.
Visit us 👉 osuite.ai

Omnind Inc. — Stock Ticker: NDIM | Domain: nd.im

Ond & Co® is the technical brand and subsidiary of Omnind Inc., developing the Trust Layer for AI & Web3.
All Ond products are part of the NDIM Group ecosystem.

Omnind is an AI research and engineering company focusing on uncertainty-aware hierarchical learning and cross-domain generalization.
We develop algorithms and infrastructure that make AI adaptable, explainable, and trustworthy — even when data shifts or uncertainty grows.

Our technologies are being applied to:

• ⚙️ Industrial digital intelligence
• ♻️ ESG analytics & environmental modeling
• 🔗 Web3 trust & verification layers

To use our repo, kingly follow the reference below:

We name the projects in this format: Ond-Category-Industries-Feature-TechStack.

*NOTE: For ESG Projects, Industries and TechStack will not be included cause of prioritites.

Category includes:

• IE=Industrial Examples,
• IS=Industrial Solutions,
• IP=Industrial Projects

Industries: like manufaturing(Mfg), gerneral industries(Ind), etc.

                ┌────────────────────────────┐
                │        Source Domain        │
                │  (Labeled, High-Quality)    │
                └──────────────┬──────────────┘
                               │
                      Feature Consistency
                               │
                ┌──────────────▼──────────────┐
                │    Hierarchical Alignment    │
                │ (Node ↔ Edge ↔ Region Levels)│
                └──────────────┬──────────────┘
                               │
                     MAML Meta Adaptation
                               │
                ┌──────────────▼──────────────┐
                │       Target Domain         │
                │   (Unlabeled, Dynamic)      │
                └────────────────────────────┘

• 🧩 Cross-domain Robustness: Models trained in one environment adapt seamlessly to others.
• 🧮 Multi-Level Representation: Node, edge, and region hierarchies enhance structural understanding.
• 🧠 Uncertainty Quantification: Predicts confidence for every decision — critical for real-world AI.
• 🪶 Meta Adaptation: Enables rapid re-tuning under domain shifts.
• 🔗 Trust & Transparency: Integrates blockchain-based verification for data and model lineage.

• Smart City Analytics: Adaptive prediction and mobility insights.
• Industrial IoT & ESG: Robust modeling for heterogeneous data.
• AI Governance & Trust: Blockchain-anchored model verification.
• Digital Twin Systems: Data-driven simulations under uncertainty.

We actively collaborate with research institutions, smart city partners, and industry ecosystems. If you’re exploring AI reliability, digital trust, or adaptive prediction systems, we’d love to connect.

📧 Contact: [email protected] 🌐 Website: https://osuite.ai 💼 LinkedIn: Omnind Inc. 🐙 GitHub: @OndCo

We welcome contributions from both researchers and developers! Please read our CONTRIBUTING.md and follow our CODE_OF_CONDUCT.md.

Steps:

1. Fork the repo
2. Create your branch (git checkout -b feature/awesome-feature)
3. Commit changes (git commit -m "Add feature")
4. Push (git push origin feature/awesome-feature)
5. Submit a Pull Request 🚀

If you reference this work in research or products, please cite:

@article{omnind2025uacross,
  title={UACross: Uncertainty-Aware Hierarchical Feature Alignment for Cross-Domain Prediction},
  author={Omnind Research Team},
  year={2025},
  journal={AAAI}
}

Licensed under the MIT License. © 2025 Omnind Inc. — All rights reserved.