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Data & Sandbox Hub

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

Trace Console Simulator (DCPM Live Sim) ๐Ÿ‘๏ธ

Simulate cognitive flow and observability telemetry of 1 Base + 4 LoRA in real-time.

delentia-control-plane-monitor
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 โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•— โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—โ–ˆโ–ˆโ•—     โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—โ–ˆโ–ˆโ–ˆโ•—   โ–ˆโ–ˆโ•—โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—โ–ˆโ–ˆโ•— โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—      โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•— โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—
 โ–ˆโ–ˆโ•”โ•โ•โ–ˆโ–ˆโ•—โ–ˆโ–ˆโ•”โ•โ•โ•โ•โ•โ–ˆโ–ˆโ•‘     โ–ˆโ–ˆโ•”โ•โ•โ•โ•โ•โ–ˆโ–ˆโ–ˆโ–ˆโ•—  โ–ˆโ–ˆโ•‘โ•šโ•โ•โ–ˆโ–ˆโ•”โ•โ•โ•โ–ˆโ–ˆโ•‘โ–ˆโ–ˆโ•”โ•โ•โ–ˆโ–ˆโ•—    โ–ˆโ–ˆโ•”โ•โ•โ•โ–ˆโ–ˆโ•—โ–ˆโ–ˆโ•”โ•โ•โ•โ•โ•
 โ–ˆโ–ˆโ•‘  โ–ˆโ–ˆโ•‘โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—  โ–ˆโ–ˆโ•‘     โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—  โ–ˆโ–ˆโ•”โ–ˆโ–ˆโ•— โ–ˆโ–ˆโ•‘   โ–ˆโ–ˆโ•‘   โ–ˆโ–ˆโ•‘โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•‘    โ–ˆโ–ˆโ•‘   โ–ˆโ–ˆโ•‘โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—
 โ–ˆโ–ˆโ•‘  โ–ˆโ–ˆโ•‘โ–ˆโ–ˆโ•”โ•โ•โ•  โ–ˆโ–ˆโ•‘     โ–ˆโ–ˆโ•”โ•โ•โ•  โ–ˆโ–ˆโ•‘ โ•šโ–ˆโ–ˆโ–ˆโ–ˆโ•‘   โ–ˆโ–ˆโ•‘   โ–ˆโ–ˆโ•‘โ–ˆโ–ˆโ•”โ•โ•โ–ˆโ–ˆโ•‘    โ–ˆโ–ˆโ•‘   โ–ˆโ–ˆโ•‘โ•šโ•โ•โ•โ•โ–ˆโ–ˆโ•‘
 โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•”โ•โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•—โ–ˆโ–ˆโ•‘  โ•šโ–ˆโ–ˆโ–ˆโ•‘   โ–ˆโ–ˆโ•‘   โ–ˆโ–ˆโ•‘โ–ˆโ–ˆโ•‘  โ–ˆโ–ˆโ•‘    โ•šโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•”โ•โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ•‘
 โ•šโ•โ•โ•โ•โ•โ• โ•šโ•โ•โ•โ•โ•โ•โ•โ•šโ•โ•โ•โ•โ•โ•โ•โ•šโ•โ•โ•โ•โ•โ•โ•โ•šโ•โ•   โ•šโ•โ•โ•   โ•šโ•โ•   โ•šโ•โ•โ•šโ•โ•  โ•šโ•โ•     โ•šโ•โ•โ•โ•โ•โ• โ•šโ•โ•โ•โ•โ•โ•โ•
โ™ฆ DELENTIA OS v0.4.0-alpha โ™ฆ[SYSTEM ONLINE]
Control Plane Context & Specs
Architecture:1 Base weight + 4 multiplexed LoRA
Active Pillars:Guardian, Router, Scribe, Executor
VRAM Footprint:6.84 GB
Switch Latency:2.0ms - 5.8ms
Processing Intent: safe
User Message: "Execute database update_credits for user credits balance topup"
๐Ÿชต Trace Tree - intent_001_safe_action
Latency: Processing...Status: RUNNING

Google Colab JITNA v3 Template ๐Ÿš€

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

Launch Colab Notebook โ†—

Kaggle Dataset Sandbox ๐Ÿ“Š

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

Explore Kaggle Dataset โ†—

Kaggle Dataset Showcase ๐Ÿ†

Open in Kaggle

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

File Size

12.4 MB

Format

JSON Lines (JSONL)

Records

12,500 pairs

License

Apache 2.0

๐Ÿ“ฅ Download Dataset (.jsonl)๐Ÿฑ View Datasets on GitHub

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.

View verified model benchmarks โ†’