An agentic framework for deep research ensuring provenance visibility at every turn. Optimized for local models and private hosting.
Stop wondering where the answer came from. An agent solution that strictly enforces source-to-statement linking for local and private models.
Privacy without compromise. Run high-performance agents on standard hardware. We optimize for local execution, keeping your data private, end to end.
Deterministic outputs. We enforce strict schemas on LLM generation, ensuring that every response adheres to required format and logic constraints, while still allowing models to think freely.
First class citations. Our custom extensions to MCP (Model Context Protocol) enforce rigorous citation standards. Only valid citations from actual tool outputs can be used.
Flexible specialist selection. The system intelligently routes tasks to the best-fit model—vision, code, or reasoning—optimizing for both accuracy and speed. Use one model or ten, as you need.
Signal, not noise. Our MCP extensions automatically exclude irrelevant tool outputs and summarize verbose data, ensuring the context has everything you need and nothing you don't.
Idle time is learning time. The server utilizes downtime to run local LoRA fine-tuning and refine few-shot examples based on past performance and long term memory.