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
Official LLM leaderboard and ranking
Battle Mode for side-by-side model comparison
Agent Mode for real-world agent evaluation
Multimodal Max for multimodal model testing
Code Arena with web development challenge categories
BullshitBench for nonsense detection evaluation
File upload for third-party AI processing
Public conversation sharing for community research
Leaderboard dataset publicly available
Monthly arena updates across product and research
Search functionality for models and conversations
Community voting on model responses
