Text Generation
PEFT
Safetensors
Turkish
English
cybersecurity
soc
blue-team
threat-detection
mitre-attack
turkish
defense
werea
conversational
Instructions to use Werea-co/Werea-NanoSOC-8B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Werea-co/Werea-NanoSOC-8B with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("fdtn-ai/Foundation-Sec-1.1-8B-Instruct") model = PeftModel.from_pretrained(base_model, "Werea-co/Werea-NanoSOC-8B") - Notebooks
- Google Colab
- Kaggle
| { | |
| "release": "v5", | |
| "phase": "F6/151-210", | |
| "benchmark_type": "deterministic engineering/adversarial simulation", | |
| "real_company_pilot": false, | |
| "passed": true, | |
| "case_counts": { | |
| "injection": 10, | |
| "clean": 10, | |
| "stable_windows": 5, | |
| "shifted_windows": 5, | |
| "uncertain_routes": 5, | |
| "total": 36 | |
| }, | |
| "metrics": { | |
| "injection_recall": 1.0, | |
| "clean_specificity": 1.0, | |
| "drift_recall": 1.0, | |
| "stable_specificity": 1.0, | |
| "uncertain_to_human_rate": 1.0, | |
| "no_auto_execute": 1.0, | |
| "rollback_integrity": 1.0 | |
| }, | |
| "gates": { | |
| "injection_recall_at_least_0_90": true, | |
| "clean_specificity_at_least_0_90": true, | |
| "drift_recall_1_00": true, | |
| "stable_specificity_1_00": true, | |
| "uncertain_to_human_1_00": true, | |
| "no_auto_execute_1_00": true, | |
| "rollback_integrity_1_00": true | |
| }, | |
| "rollback": { | |
| "artifact": "release/nanosoc1-8b-v2/adapter_model.safetensors", | |
| "expected_sha256": "ca566574a02cea766fba49bd653051ebb9ea44d55051d192b205b1a6324d80e9", | |
| "actual_sha256": "ca566574a02cea766fba49bd653051ebb9ea44d55051d192b205b1a6324d80e9", | |
| "rollback_integrity_valid": true, | |
| "activation_allowed": true | |
| }, | |
| "limitations": [ | |
| "This benchmark evaluates deterministic safeguards, not LLM semantic accuracy.", | |
| "Prompt-injection patterns are finite and require continuous red-team expansion.", | |
| "Drift thresholds must be calibrated on each tenant's production baseline." | |
| ] | |
| } | |