Features
Inherently interpretable language model architecture
Causal diffusion for generative modeling
Concept-based prompt analysis (Clarity platform)
Cell editing without retraining
Scalable dataloader for flexible training
Steering outputs without fine-tuning
Alignment auditing and control
Research-backed with 24+ publications
Auditing and debugging of model behavior
Control over pre-training data concepts via Concept Atlas
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)
