Product Roadmap

Shipped

• Full environment lifecycle via API, CLI, dashboard, VS Code extension, and MCP server.
• Blueprint-driven provisioning with templates, secrets, volumes, seeds, and snapshot restore support.
• Baselines, overlays, and sparse differential provisioning.
• Header-based routing, share links, and traffic mirroring foundations.
• Snapshot capture, PII sanitization, and replay-oriented workflows.
• AI diagnosis, topology inspection, telemetry, traces, and cost reporting.
• Governance logs, audit plumbing, compliance reporting, and organization controls.

Hardening Now

• Richer overlay chain observability in the dashboard and docs.
• Behavioral diff reporting and shadow comparison UX.
• Enterprise identity expansion beyond GitHub OAuth and bearer-token flows.
• More complete provider verification across GKE, EKS, and AKS deployments.

Planned

• Stronger multi-cluster and federated environment operations.
• Deeper policy automation for promotion, remediations, and security diagnosis.
• Broader seed package dependency management and version governance.
• Expanded audit retention, search, and export capabilities for regulated teams.

Exploration

• Predictive materialization and smarter pre-warming of impacted services.
• Cost-optimized sparse scheduling and placement strategies.
• Broader patent-family capabilities around conflict analysis, lineage playback, and graph-native execution controls.