AI-powered Platform
From server management and K8s workspace provisioning to RAG pipelines and AI data engineering agents — everything an enterprise AI operation needs, on a single platform.
Concept Diagram
Key strengths
All-in-one AI operations platform
Server management, MLOps, RAG, and AI agents unified on a single platform. Manage everything end-to-end from one console — no need to stitch together separate tools.
K8s-native workspaces
One-click deployment of Airflow, MLflow, MinIO, KServe, and Jupyter on Kubernetes via step-based workflows with automatic rollback on failure.
Built-in AI agent
A ReAct reasoning loop-based AI data engineering agent with 34 tools ships out of the box — from catalog lookups and SQL/PySpark code generation to approval-based safe execution.
Full air-gap support
Online pull → USB transfer → offline import workflow lets you deploy models, run RAG, and operate AI agents identically in air-gapped environments.
Platform architecture
An end-to-end AI platform where Platform UI, Server, AI Services, and Infrastructure Agent work together seamlessly.
Key features
Everything an enterprise AI platform needs — from server operations and workspace management to RAG and AI agents.
Server fleet management
Agent-based remote management of multiple servers with real-time WebSocket monitoring and 12+ operational subsystems.
K8s workspace provisioning
Step-based workflow that auto-deploys Airflow, MLflow, MinIO, KServe, and Jupyter on Kubernetes with rollback on failure.
RAG pipeline
Document ingestion, multi-strategy chunking (paragraph/fixed/sliding), multi-provider embedding (SentenceTransformer/OpenAI/Ollama), and semantic, keyword, and hybrid search.
AI data engineering agent
ReAct reasoning loop-based AI agent with 34 tools (catalog lookup, code generation, execution, analysis) and approval-based safe execution.
Unified authentication (SSO)
Keycloak-based SSO with LDAP/AD, Unix, and CSV/JSON user synchronization, including dry-run mode.
Real-time monitoring
Prometheus-integrated metric collection with real-time CPU, memory, disk, and network dashboards.
WebSocket terminal
PTY-based remote terminal access from the browser for instant shell access during server management and troubleshooting.
Unified user management
Automatic user synchronization from LDAP/AD, Unix passwd, CSV/JSON files with systemd timer-based daily batch execution.