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The control plane for AI specialists.

Provision dedicated AI specialist instances. Isolate them per tenant. Control them through one API. Dispatch work to the right specialist. The infrastructure layer between your business and the models it runs on.

692K+
retrieval training pairs
604
domain languages indexed
~100
routing & composition modules
15ms
median dispatch decision

Four verbs. One platform.

A control plane is the layer that decides which specialist handles which request, and how it is provisioned, isolated, and controlled. Every specialist instance is a dedicated AI worker for one tenant - never shared, never cross-wired.

PR

Provision

Spin up dedicated AI specialist instances per team or per tenant. Each gets its own runtime, storage, and lifecycle - created from a template, not by hand.

IS

Isolate

Multi-tenant groups keep every tenant's specialists, data planes, and secrets separated. What tenant A runs, tenant B can never see.

CT

Control

One JSON CRUD API over every specialist: create, read, update, delete, restart. Secrets are resolved at the platform level from environment variables - never stored in the database.

DI

Dispatch

A workflow engine routes each request to the right specialist - the retrieval brain, ~100 routing modules, and layered memory decide in milliseconds.

Every control action is HTTP.

No bespoke tooling, no SSH into the orchestrator. The full control surface is a JSON CRUD API - the same interface the dashboard uses, available to your systems.

$ curl -X POST /api/v1/specialists \
  -H "x-tenant: acme" \
  -d '{"name": "transcript-ingest", "runtime": "whisperx"}'
{ "id": "sp-9f2c", "status": "provisioning", "endpoint": "/sp/9f2c" }
 
$ curl -X PATCH /api/v1/specialists/sp-9f2c \
  -d '{"status": "active", "secrets": "{env:ACME_DB_URI}"}'
{ "id": "sp-9f2c", "status": "active", "secret_ref": "env-keyed, never stored" }

Tenant-safe by construction.

Multi-tenant SaaS with real boundaries, not conventions. Tenants get dedicated specialist instances, isolated data planes, and connection-scoped secrets that never touch the application database.

The stack ships as a de-branded ERP core plus Docker Compose - your own infrastructure, under your own control, with a dark technical skin.

Tenant model
Multi-tenant groups
Secrets
Env-keyed, never stored
Instances
Dedicated per tenant
Deployment
Docker Compose
Core
De-branded ERP + API
Interface
JSON CRUD API

Tell me what you are building.

If your workload needs its own control plane - transcripts, retrieval, routing, tenant isolation - the fastest way forward is a conversation about it.