---
pipeline_tag: text-generation
library_name: transformers
---

# ASGTransformer

`ASGTransformer` is a unified, catalog-grounded defensive cybersecurity scenario model. It bundles the semantic encoder, scenario planner, duration planner, professional text renderer, and knowledge catalog in one Hugging Face repository.

## Pipeline

```text
Input Text
     │
     ▼
 Semantic Encoder
     │
     ▼
 Scenario Planner
     │
     ▼
 Duration Planner
     │
     ▼
 Professional Text Generator
     │
     ▼
 Structured Defensive Scenario
```

## Features

- Unified end-to-end defensive scenario generation.
- Knowledge catalog integration for realistic enterprise scenarios.
- Multi-language support.
- Professional scenario rendering.
- Duration estimation.
- Compatible with the Hugging Face Transformers ecosystem.
- CPU and GPU inference support.
- Designed for authorized defensive cybersecurity training.

## Usage

```python
from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "wasmdashai/asg-v1"

tokenizer = AutoTokenizer.from_pretrained(
    model_id,
    trust_remote_code=True,
)

model = AutoModelForCausalLM.from_pretrained(
    model_id,
    trust_remote_code=True,
    torch_dtype="auto",
    device_map="auto",
)

result = model.generate_scenario(
    tokenizer,
    (
        "Create an authorized defensive enterprise scenario focused on "
        "phishing awareness, credential protection, and response readiness."
    ),
    language="en",
    max_new_tokens=384,
    do_sample=True,
    temperature=0.7,
    top_p=0.9,
)

print(result["text"])
print(result["estimated_duration_minutes"])
print(result["scenario_type"])
```

## Intended Use

ASGTransformer is designed exclusively for **authorized defensive cybersecurity activities**, including:

- Security awareness training
- Tabletop exercises
- Purple team engagements
- Detection engineering
- Incident response preparation
- Security control validation
- Enterprise cyber defense simulations

## Repository

**GitHub**

https://github.com/asgmodel/ASGTransformer

## Contact

For technical support, collaboration, or enterprise licensing:

**Email:** modelasg@gmail.com

## License

Please refer to the repository license for usage terms.