On-prem delivery
For organizations that cannot use the cloud: government and data departments, state-owned enterprises, teams with confidentiality requirements. Four services, one deployment script, offline after acceptance.
Delivery form
A small server on your network, or two NVIDIA DGX Spark units as a desktop inference cluster. Install online, unplug after acceptance, every core module keeps working.
Swappable models
Local vLLM, domestic commercial models and OpenAI-compatible endpoints are rows in a catalog. Swap without restart. Memory and skill assets stay.
Central and local platforms
Each department runs employees that grow locally. A central platform only receives de-identified aggregate signals, improves the base and pushes it back without overwriting local personality.
Governance and audit
Every soul revision is a full snapshot, with version history and rollback, plus append-only audit rows. Hot-edit system settings, model catalog and accounts from the admin console without SSH.



Tell us about your scenario
Leave contact details and a rough requirement and we arrange a demo.