Features
Pipeline API for inference across 100+ tasks
Trainer with mixed precision, torch.compile, FlashAttention
Fast text generation with generate API (streaming, multiple decoding strategies)
Support for text, computer vision, audio, video, multimodal models
Integration with PyTorch, TensorFlow, and JAX
Parameter-efficient fine-tuning via PEFT integration
Quantization with bitsandbytes
Distributed training with DeepSpeed and FSDP
Model sharing and loading from Hugging Face Hub
Automatic mixed precision training
Undetectable AI essay generation
Access to 12,000+ academic source providers
10M+ real academic sources with free PDFs
Automatic reference lists (MLA, APA, Chicago, etc.)
Grammar and spelling checker
AI humanizer to bypass GPTZero, Originality.ai
Built-in originality checker
Outline generator for structured writing
Literature review assistance
Case study support with real-world data
Citation generator for multiple styles
AI suggestion for arguments and refinements
Multi-language support (30+ languages)