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Data & Sandbox Hub

Test Delentia OS routines and run custom model fine-tuning pipelines in secure cloud environments.

Google Colab JITNA v3 Template 🚀

Interactive Jupyter Notebook to pull code repositories, configure libraries, and kickstart QLoRA fine-tuning on T4 or A100 GPUs.

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Kaggle Dataset Sandbox 📊

Delentia OS dataset pairs and evaluation scripts to run local model evaluations and benchmark safety compliance.

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Kaggle Dataset Showcase 🏆

Open in Kaggle

High-fidelity dataset containing intent-response pairs evaluated across the 10-layer Delentia OS model to audit FDIA correctness scores and SignedAI multi-LLM consensus thresholds.

File Size

12.4 MB

Format

JSON Lines (JSONL)

Records

12,500 pairs

License

Apache 2.0

Usage Policies & Licensing

These public datasets and notebooks are provided for educational and research purposes under our unified safety guidelines. Adversarial testing or use cases threatening institutional infrastructures are strictly prohibited.

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