Features
Adaptive Inference – auto-fine-tunes from production failures
Automatic failure clustering per task and route
One-line integration with OpenAI/Claude SDKs
50+ models including Qwen, DeepSeek, Gemma, Nemotron, GLiNER
Model Router – intelligently routes tasks to best model
Continuous LoRA retraining from live traffic
Full PDF report per auto-agent run
Download model weights and training datasets
Streaming, tool calls, and structured outputs
Fine-tuning agent – describe task in plain English
Built-in evals and regression testing
Real-time latency and accuracy monitoring dashboard
GLiNER2-PII: open-source privacy filtering with PII detection
GLiGuard: 16x faster safety moderation with small language model
One-command install on macOS, Linux, Windows
Run hundreds of open models locally
MLX engine for Apple Silicon (faster, less memory)
GGUF model support via llama.cpp (Ollama 0.30)
NVIDIA Nemotron 3 Ultra for high-throughput reasoning
Cloud scaling with Free, Pro, Max tiers
Run multiple cloud models in parallel (1, 3, 10)
Web-enabled cloud agents for real-time info retrieval
Fully offline operation for mission-critical work
Data never used for training; privacy-first design
CLI tool with model management and configuration
REST API for building AI applications
Upload and share private models (Pro and above)
40,000+ community integrations
Desktop app for macOS, Linux, Windows
