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# Craftloop AI

Open-source, CPU-friendly small models for **Indian-language AI safety**.

Most open guardrail models are English-only, and they often block normal Hinglish users or miss Hinglish attacks.
Craftloop AI builds small, practical models and datasets for English, Hinglish and Hindi.

## Models
- [**hinglish-prompt-guard**](https://huggingface.co/craftloop-ai/hinglish-prompt-guard): detects prompt injection & jailbreaks in English, Hinglish and Hindi.
  Hinglish F1 **0.97** · false positives **0%** (vs 31.5% for an English-only guard)

## Datasets
- [**hinglish-prompt-injection**](https://huggingface.co/datasets/craftloop-ai/hinglish-prompt-injection): synthetic Hinglish/Hindi prompt-injection data with a template-disjoint test split

## Coming next
- Indian PII redactor (Aadhaar, PAN, UPI, phone numbers) for safe LLM use
- An LLM safety gateway: guard → redact → LLM → restore

All models and data are open (MIT). Feedback and contributions welcome.