Cloud IDE
DRL-PPO scheduling, eBPF telemetry, adaptive sandboxing, LSTM prewarming, multi-cluster federation, and conflict-free collaboration, in one open research platform.
Live globe
Workspaces around the world
Every user connects to the nearest cluster. The PPO scheduler watches global state and routes workspaces across cluster-a (Denmark), cluster-b (India), and cluster-c (US). Drag the globe to rotate it.
Live demo
Adaptive sandboxing, in real time
When a user submits code, the risk scorer routes it to the right isolation tier: runc (low overhead), gVisor (user-space kernel), or Firecracker (hardware microVM).
Seven breakthroughs
Built for research, designed for production
DRL-PPO Scheduler
40-dim state vector. Multi-discrete action space. Proximal Policy Optimization replaces Kubernetes' default scheduler and learns optimal pod placement from live telemetry.
eBPF Telemetry
Sub-second kernel-level signals via Tetragon + sched_ext. < 1% overhead.
Adaptive Sandboxing
runc -> gVisor -> Firecracker, auto-selected by real-time risk scoring.
LSTM Prewarming
Predicts user sessions 15 min ahead. Cold start eliminated for warm-pool hits.
Multi-Cluster
Karmada federation routes load across regions. PPO sees the global state.
Carbon-Aware
Real-time electricityMaps signal. Batch workloads defer to low-carbon windows.
Yjs CRDT Collaboration
Real-time conflict-free editing inside Monaco. Awareness shows every cursor. < 20ms sync latency over WebSocket.
Team