Sovereign by default
Models, context and memory stay inside your infrastructure. Zero data egress — on-prem or in your private cloud, never ours.
KALAI orchestrates lightweight agents into enterprise-grade intelligence — knowledge-augmented, model-agnostic, and running entirely where your data already lives.
Intelligence should serve its owner — not the other way around. We refuse the bargain where capability is rented back to you through someone else’s datacentre.
KALAI systems are built to operate inside your environment, on your terms. Whether air-gapped on-premises or connected through a tunnel you control, your data never leaves your walls. We amplify what small models can do through architecture, proving that raw compute isn’t the only road to capable AI.
No monolith carries the load. A thin conductor routes each request to a small, sharp agent — then loops the result through verification before it returns. Hover any node.
A thin conductor reads each request and hands it to the right specialist, loops their work through verification, and returns one coherent answer. No single model carries the weight — the coordination does.
Models, context and memory stay inside your infrastructure. Zero data egress — on-prem or in your private cloud, never ours.
We architect small models into an orchestra. Coordination — not raw parameter count — is where the intelligence comes from.
Bring Llama, Qwen, Mistral or your own fine-tune. Swap any agent’s model without touching the rest of the system.
Every route, tool call and verification is logged. Encrypted transport, signed actions, full trace of what each agent did.
Sovereign multi-agent systems — from the encrypted tunnel that keeps agents under your hand to fully local enterprise deployments.
Operate and observe your agents across machines through a single encrypted tunnel. Pause, inspect, and steer autonomous work from anywhere — without opening a port.
Visit CorvusTunnelSovereign intelligence inside your walls. A fully local stack for organisations that demand complete data ownership — installed, tuned and supported on your hardware.
Working theory and hard-won practice on conducting small models. Written by the people building KALAI.
A well-conducted ensemble of small models outperforms a lone giant on the tasks that actually pay rent.
Routing work without a monolith: how a thin dispatcher turns specialists into a single coherent mind.
Verification loops are the cheapest reliability you can buy. Here is the loop we run in production.
A field guide to deploying autonomous systems where the data already lives — air-gaps included.
Deploying agents where your data lives — or just want to compare notes on orchestration? We answer every message.