c4ai-command-r7b-12-2024-hardened
❌ Security Hardening: NEEDS WORK
Security-hardened variant of c4ai-command-r7b-12-2024 produced by armyknife-llm-redteam on 2026-03-16.
Security Scorecard
| Metric | Value |
|---|---|
| Vulnerabilities before | 0 |
| Vulnerabilities after | 0 |
| Reduction | 0.0% |
| Status | ❌ NEEDS WORK |
Training Details
| Parameter | Value |
|---|---|
| Method | DPO |
| Refusal style | firm |
| Epochs | 3 |
| LoRA rank | 16 |
| Base model | c4ai-command-r7b-12-2024 |
Usage
# Pull with armyknife-llm-redteam
armyknife-llm-redteam model pull huggingface://c4ai-command-r7b-12-2024-hardened
Methodology
This model was hardened using the armyknife-llm-redteam DevSecOps pipeline:
- Scan - Comprehensive vulnerability assessment (80+ probes, 13 OWASP categories)
- Harden - Automated training data generation and LoRA fine-tuning
- Verify - Re-scan to measure vulnerability reduction
- Publish - Model card generation and upload to HuggingFace
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