Cloud IDE
The cloud IDE
that schedules itself.
CP-PPO scheduling, eBPF telemetry, adaptive sandboxing, LSTM prewarming, multi-cluster federation, and conflict-free collaboration, in one open research platform.
Live topology
Workspaces around the world
The CP-PPO scheduler places each workspace across the clusters this deployment runs on, using live node telemetry and grid carbon intensity. Connecting to the control plane…
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
Click any card to see what it does in plain language and how to use it.
Scheduling
Eight schedulers, one honest benchmark
Placement is a choice, not a black box. Compare deep-RL against the classical heuristics on real workloads and pick what fits.
Pick your scheduler
The control plane ships eight placement strategies. Choose per deployment, or compare them live on any workload.
Honest result: at 15 tasks CP-PPO leads both with and without rollout search, beating HEFT by 5.8% and by 2.5% when HEFT is given the same search budget. At 40 tasks that margin disappears and an equal-budget HEFT edges it out (169.6 vs 170.5). We report both scales rather than only the flattering one.
Makespan by algorithm
lower is betterbenchmarks/b1_scheduler - 15 tasks, 4 VMs, 100 identical DAGs at a fixed seed. The priority-order Greedy rule (243.2) is omitted from the chart: it serialises the DAG onto one VM, which also gives it the lowest energy.
How it compares
A research control plane the others don't have
Mainstream cloud IDEs fix their scheduling, isolation and placement. ASTRA-IDE makes each an adaptive, measured decision.
| Capability | ASTRA-IDE | GitHub Codespaces | Gitpod | Replit | Coder |
|---|---|---|---|---|---|
Self-scheduling control plane (RL) learned placement policy | |||||
Adaptive sandbox tiers runc / gVisor / Firecracker by risk | |||||
eBPF syscall telemetry Tetragon, per-workspace | |||||
Predictive pre-warming forecast sessions, cut cold starts | |||||
Multi-cluster federation Karmada, cross-region failover | |||||
Carbon-aware placement live grid intensity | |||||
Real-time CRDT collaboration multi-cursor, conflict-free | |||||
Intrusion detection on syscalls anomaly IDS | |||||
Open source | |||||
Self-hostable |
Team
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