NeuralOps
NeuralOps is Calab.ai’s Azure-native AI operating system for client tenants. The product vision is not a single accelerator application. It is a governed platform that brings together tenant onboarding, agent lifecycle management, knowledge grounding, orchestration, evaluation, observability, and domain solution packs.
Purpose
NeuralOps exists to help Calab.ai move from bespoke accelerator deployments toward a repeatable enterprise platform that can:
- deploy into a client’s Azure tenant
- publish governed agent and automation capabilities
- connect safely to enterprise systems and knowledge
- measure operational quality, adoption, cost, and value
Future-State Positioning
- In-tenant Azure deployment rather than shared multi-tenant SaaS
- Productized control plane and runtime rather than a Flask-centric monolith
- Domain solution packs layered on shared platform capabilities
- Human oversight, evaluation, and auditability treated as first-class platform capabilities
Architecture At A Glance
The interactive model below shows the future-state NeuralOps system context.
Architecture diagrams for NeuralOps are being migrated to Mermaid/Excalidraw C4 format. Placeholders will be replaced with embedded diagrams in a future update.
What Changes From Today’s Accelerator
The current accelerator repos already contain the raw ingredients of the platform:
- React experience surfaces
- Streamlit administrative tooling
- Flask-oriented backend patterns
- Azure Functions batch jobs
- Azure OpenAI, Search, Storage, and operational services
- Bicep and Azure Developer CLI deployment assets
The future state reorganises those capabilities into clearer platform boundaries so that control-plane change, runtime scaling, knowledge ingestion, evaluation, and observability can evolve independently.
Related Pages
Historical Reference
Legacy SVG diagrams under Diagrams/ are retained as historical reference for the current and earlier accelerator shape. Architecture diagrams are being migrated to Mermaid/Excalidraw C4 format.
Status: Draft Owner: Delivery Guild Last Updated: 2026-04-08